{"id":97,"date":"2025-12-13T20:47:31","date_gmt":"2025-12-13T11:47:31","guid":{"rendered":"https:\/\/shuu-ai.com\/?p=97"},"modified":"2025-12-15T00:07:43","modified_gmt":"2025-12-14T15:07:43","slug":"%e5%a4%a7%e8%a6%8f%e6%a8%a1%e8%a8%80%e8%aa%9e%e3%83%a2%e3%83%87%e3%83%ab%ef%bc%88llm%ef%bc%89%e3%81%af%e4%bd%95%e3%82%92%e3%81%97%e3%81%a6%e3%81%84%e3%82%8b%e3%81%ae%e3%81%8b","status":"publish","type":"post","link":"https:\/\/shuu-ai.com\/?p=97","title":{"rendered":"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u4f55\u3092\u3057\u3066\u3044\u308b\u306e\u304b"},"content":{"rendered":"\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_79_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/shuu-ai.com\/?p=97\/#LLM%E3%81%A8%E3%81%AF%E4%BD%95%E3%81%8B\" >LLM\u3068\u306f\u4f55\u304b<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/shuu-ai.com\/?p=97\/#%E2%80%95_%E6%9C%AC%E8%B3%AA%E3%81%AF%E3%80%8C%E6%AC%A1%E3%81%AB%E6%9D%A5%E3%82%8B%E5%8D%98%E8%AA%9E%E3%81%AE%E4%BA%88%E6%B8%AC%E3%80%8D\" >\u2015 \u672c\u8cea\u306f\u300c\u6b21\u306b\u6765\u308b\u5358\u8a9e\u306e\u4e88\u6e2c\u300d<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/shuu-ai.com\/?p=97\/#%E3%83%81%E3%83%A3%E3%83%83%E3%83%88%E3%83%9C%E3%83%83%E3%83%88%E3%81%AF%E3%81%A9%E3%81%86%E3%82%84%E3%81%A3%E3%81%A6%E4%BC%9A%E8%A9%B1%E3%81%97%E3%81%A6%E3%81%84%E3%82%8B%E3%81%AE%E3%81%8B\" >\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3069\u3046\u3084\u3063\u3066\u4f1a\u8a71\u3057\u3066\u3044\u308b\u306e\u304b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/shuu-ai.com\/?p=97\/#LLM%E3%81%AE%E3%80%8C%E8%B3%A2%E3%81%95%E3%80%8D%E3%81%AF%E3%81%A9%E3%81%93%E3%81%8B%E3%82%89%E6%9D%A5%E3%81%9F%E3%81%AE%E3%81%8B\" >LLM\u306e\u300c\u8ce2\u3055\u300d\u306f\u3069\u3053\u304b\u3089\u6765\u305f\u306e\u304b<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/shuu-ai.com\/?p=97\/#1_Transformer_%E2%80%95_LLM%E3%81%AE%E6%8A%80%E8%A1%93%E7%9A%84%E5%9F%BA%E7%9B%A4\" >1. Transformer \u2015 LLM\u306e\u6280\u8853\u7684\u57fa\u76e4<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/shuu-ai.com\/?p=97\/#11_%E3%83%88%E3%83%A9%E3%83%B3%E3%82%B9%E3%83%95%E3%82%A9%E3%83%BC%E3%83%9E%E3%83%BC%E3%81%A8%E3%81%AF%E4%BD%95%E3%81%8B\" >1.1 \u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u3068\u306f\u4f55\u304b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/shuu-ai.com\/?p=97\/#12_%E3%82%A2%E3%83%86%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%B3%E6%A9%9F%E6%A7%8B\" >1.2 \u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u6a5f\u69cb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/shuu-ai.com\/?p=97\/#13_%E5%BE%93%E6%9D%A5%E3%83%A2%E3%83%87%E3%83%AB%E3%81%A8%E3%81%AE%E9%81%95%E3%81%84\" >1.3 \u5f93\u6765\u30e2\u30c7\u30eb\u3068\u306e\u9055\u3044<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/shuu-ai.com\/?p=97\/#2_%E3%82%B9%E3%82%B1%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0_%E2%80%95_LLM%E9%80%B2%E5%8C%96%E3%81%AE%E6%96%B9%E5%90%91%E6%80%A7\" >2. \u30b9\u30b1\u30fc\u30ea\u30f3\u30b0 \u2015 LLM\u9032\u5316\u306e\u65b9\u5411\u6027<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/shuu-ai.com\/?p=97\/#21_%E5%9C%A7%E5%80%92%E7%9A%84%E3%81%AA%E5%AD%A6%E7%BF%92%E3%83%87%E3%83%BC%E3%82%BF%E9%87%8F\" >2.1 \u5727\u5012\u7684\u306a\u5b66\u7fd2\u30c7\u30fc\u30bf\u91cf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/shuu-ai.com\/?p=97\/#22_%E3%83%91%E3%83%A9%E3%83%A1%E3%83%BC%E3%82%BF%EF%BC%88%E9%87%8D%E3%81%BF%EF%BC%89%E3%81%A8%E3%81%84%E3%81%86%E5%B7%A8%E5%A4%A7%E3%81%AA%E6%A7%8B%E9%80%A0\" >2.2 \u30d1\u30e9\u30e1\u30fc\u30bf\uff08\u91cd\u307f\uff09\u3068\u3044\u3046\u5de8\u5927\u306a\u69cb\u9020<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/shuu-ai.com\/?p=97\/#23_%E4%BA%8B%E5%89%8D%E8%A8%93%E7%B7%B4%E3%81%A8%E3%81%AF%E4%BD%95%E3%82%92%E3%81%97%E3%81%A6%E3%81%84%E3%82%8B%E3%81%AE%E3%81%8B\" >2.3 \u4e8b\u524d\u8a13\u7df4\u3068\u306f\u4f55\u3092\u3057\u3066\u3044\u308b\u306e\u304b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/shuu-ai.com\/?p=97\/#24_%E6%83%B3%E5%83%8F%E3%82%92%E8%B6%85%E3%81%88%E3%82%8B%E8%A8%88%E7%AE%97%E9%87%8F%E3%81%A8GPU\" >2.4 \u60f3\u50cf\u3092\u8d85\u3048\u308b\u8a08\u7b97\u91cf\u3068GPU<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/shuu-ai.com\/?p=97\/#25_%E7%A2%BA%E7%8E%87%E7%9A%84%E3%81%AB%E7%94%9F%E6%88%90%E3%81%95%E3%82%8C%E3%82%8B%E3%81%A8%E3%81%84%E3%81%86%E6%80%A7%E8%B3%AA\" >2.5 \u78ba\u7387\u7684\u306b\u751f\u6210\u3055\u308c\u308b\u3068\u3044\u3046\u6027\u8cea<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/shuu-ai.com\/?p=97\/#3_RLHF_%E2%80%95_LLM%E3%82%92%E3%80%8C%E4%BD%BF%E3%81%88%E3%82%8B%E9%81%93%E5%85%B7%E3%80%8D%E3%81%AB%E3%81%97%E3%81%9F%E9%8D%B5\" >3. RLHF \u2015 LLM\u3092\u300c\u4f7f\u3048\u308b\u9053\u5177\u300d\u306b\u3057\u305f\u9375<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/shuu-ai.com\/?p=97\/#31_%E4%BA%8B%E5%89%8D%E8%A8%93%E7%B7%B4%E3%81%A0%E3%81%91%E3%81%A7%E3%81%AF%E4%B8%8D%E5%8D%81%E5%88%86\" >3.1 \u4e8b\u524d\u8a13\u7df4\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/shuu-ai.com\/?p=97\/#32_RLHF%E3%81%A8%E3%81%AF%E4%BD%95%E3%81%8B\" >3.2 RLHF\u3068\u306f\u4f55\u304b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/shuu-ai.com\/?p=97\/#33_%E4%BA%8B%E5%89%8D%E8%A8%93%E7%B7%B4%E3%81%A8RLHF%E3%81%AE%E9%81%95%E3%81%84\" >3.3 \u4e8b\u524d\u8a13\u7df4\u3068RLHF\u306e\u9055\u3044<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/shuu-ai.com\/?p=97\/#%E3%81%BE%E3%81%A8%E3%82%81%EF%BC%9ALLM%E3%81%AE%E6%AD%A3%E4%BD%93\" >\u307e\u3068\u3081\uff1aLLM\u306e\u6b63\u4f53<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"LLM%E3%81%A8%E3%81%AF%E4%BD%95%E3%81%8B\"><\/span>LLM\u3068\u306f\u4f55\u304b<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%80%95_%E6%9C%AC%E8%B3%AA%E3%81%AF%E3%80%8C%E6%AC%A1%E3%81%AB%E6%9D%A5%E3%82%8B%E5%8D%98%E8%AA%9E%E3%81%AE%E4%BA%88%E6%B8%AC%E3%80%8D\"><\/span>\u2015 \u672c\u8cea\u306f\u300c\u6b21\u306b\u6765\u308b\u5358\u8a9e\u306e\u4e88\u6e2c\u300d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3068\u306f\u3001<\/p>\n\n\n\n<p><strong>\u4efb\u610f\u306e\u6587\u7ae0\u306b\u5bfe\u3057\u3066\u300c\u6b21\u306b\u6765\u308b\u5358\u8a9e\u300d\u3092\u4e88\u6e2c\u3059\u308b\u6570\u5b66\u7684\u306a\u95a2\u6570<\/strong><\/p>\n\n\n\n<p>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u91cd\u8981\u306a\u306e\u306f\u3001LLM\u306f<br>\u6587\u7ae0\u306e\u610f\u5473\u3092\u7406\u89e3\u3057\u3066\u7b54\u3048\u3092\u8003\u3048\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001<br><strong>\u6b21\u306b\u73fe\u308c\u305d\u3046\u306a\u5358\u8a9e\u306b\u78ba\u7387\u3092\u5272\u308a\u5f53\u3066\u3066\u3044\u308b<\/strong><br>\u3068\u3044\u3046\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%81%E3%83%A3%E3%83%83%E3%83%88%E3%83%9C%E3%83%83%E3%83%88%E3%81%AF%E3%81%A9%E3%81%86%E3%82%84%E3%81%A3%E3%81%A6%E4%BC%9A%E8%A9%B1%E3%81%97%E3%81%A6%E3%81%84%E3%82%8B%E3%81%AE%E3%81%8B\"><\/span>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3069\u3046\u3084\u3063\u3066\u4f1a\u8a71\u3057\u3066\u3044\u308b\u306e\u304b<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u306e\u4f1a\u8a71\u306f\u3001\u6b21\u306e\u51e6\u7406\u3092\u9ad8\u901f\u306b\u7e70\u308a\u8fd4\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5165\u529b\u6587\u3092\u53d7\u3051\u53d6\u308b<\/li>\n\n\n\n<li>\u6b21\u306b\u6765\u308b\u5358\u8a9e\u306e\u78ba\u7387\u3092\u8a08\u7b97\u3059\u308b<\/li>\n\n\n\n<li>1\u8a9e\u3092\u9078\u3093\u3067\u6587\u672b\u306b\u8ffd\u52a0\u3059\u308b<\/li>\n\n\n\n<li>\u3053\u308c\u3092\u4f55\u5ea6\u3082\u7e70\u308a\u8fd4\u3059<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u306e\u5358\u7d14\u306a\u7e70\u308a\u8fd4\u3057\u306b\u3088\u3063\u3066\u3001<br>\u9577\u304f\u81ea\u7136\u306a\u5fdc\u7b54\u6587\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u306a\u304a\u3001\u6bce\u56de\u307e\u3063\u305f\u304f\u540c\u3058\u7b54\u3048\u306b\u306a\u3089\u306a\u3044\u306e\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u78ba\u7387\u306e\u9ad8\u3044\u5358\u8a9e\u3060\u3051\u3067\u306a\u304f<\/li>\n\n\n\n<li>\u3042\u3048\u3066\u78ba\u7387\u306e\u4f4e\u3044\u5358\u8a9e\u3082\u4e00\u5b9a\u5272\u5408\u3067\u9078\u3076<\/li>\n<\/ul>\n\n\n\n<p>\u3068\u3044\u3046 <strong>\u78ba\u7387\u7684\u751f\u6210<\/strong>\u3092\u884c\u3063\u3066\u3044\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"LLM%E3%81%AE%E3%80%8C%E8%B3%A2%E3%81%95%E3%80%8D%E3%81%AF%E3%81%A9%E3%81%93%E3%81%8B%E3%82%89%E6%9D%A5%E3%81%9F%E3%81%AE%E3%81%8B\"><\/span>LLM\u306e\u300c\u8ce2\u3055\u300d\u306f\u3069\u3053\u304b\u3089\u6765\u305f\u306e\u304b<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<p>\u3053\u3053\u307e\u3067\u898b\u3066\u304d\u305f\u3088\u3046\u306b\u3001<br>LLM\u304c\u5185\u90e8\u3067\u3084\u3063\u3066\u3044\u308b\u3053\u3068\u81ea\u4f53\u306f<br><strong>\u300c\u6b21\u306b\u6765\u308b\u5358\u8a9e\u3092\u4e88\u6e2c\u3059\u308b\u300d<\/strong> \u3060\u3051\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u308c\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u73fe\u5728\u306eLLM\u304c<br>\u6975\u3081\u3066\u81ea\u7136\u3067\u5b9f\u7528\u7684\u306b\u898b\u3048\u308b\u306e\u306f\u3001<br>\u6b21\u306e <strong>3\u3064\u304c\u540c\u6642\u306b\u6210\u7acb\u3057\u305f<\/strong>\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Transformer<\/strong> \u2015 \u6280\u8853\u7684\u57fa\u76e4<\/li>\n\n\n\n<li><strong>\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<\/strong> \u2015 \u9032\u5316\u306e\u65b9\u5411\u6027<\/li>\n\n\n\n<li><strong>RLHF<\/strong> \u2015 \u5b9f\u7528\u5316\u306e\u9375<\/li>\n<\/ul>\n\n\n\n<p>\u4ee5\u4e0b\u3067\u306f\u3001\u3053\u306e3\u70b9\u3092\u8ef8\u306b\u3001<br>LLM\u306e\u4ed5\u7d44\u307f\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Transformer_%E2%80%95_LLM%E3%81%AE%E6%8A%80%E8%A1%93%E7%9A%84%E5%9F%BA%E7%9B%A4\"><\/span>1. Transformer \u2015 LLM\u306e\u6280\u8853\u7684\u57fa\u76e4<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"11_%E3%83%88%E3%83%A9%E3%83%B3%E3%82%B9%E3%83%95%E3%82%A9%E3%83%BC%E3%83%9E%E3%83%BC%E3%81%A8%E3%81%AF%E4%BD%95%E3%81%8B\"><\/span>1.1 \u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u3068\u306f\u4f55\u304b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>LLM\u306e\u6027\u80fd\u3092\u98db\u8e8d\u7684\u306b\u9ad8\u3081\u305f\u306e\u304c\u3001<br><strong>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\uff08Transformer\uff09<\/strong>\u3068\u3044\u3046\u30e2\u30c7\u30eb\u69cb\u9020\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5f93\u6765\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5358\u8a9e\u3092\u9806\u756a\u306b\u51e6\u7406\u3059\u308b<\/li>\n\n\n\n<li>\u9060\u304f\u96e2\u308c\u305f\u6587\u8108\u3092\u6271\u3044\u306b\u304f\u3044<\/li>\n<\/ul>\n\n\n\n<p>\u3068\u3044\u3046\u5236\u7d04\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u7ae0\u5168\u4f53\u3092 <strong>\u4e26\u5217\u306b\u51e6\u7406<\/strong>\u3057<\/li>\n\n\n\n<li>\u9577\u8ddd\u96e2\u306e\u6587\u8108\u3092 <strong>\u540c\u6642\u306b\u53c2\u7167<\/strong>\u3067\u304d\u308b<\/li>\n<\/ul>\n\n\n\n<p>\u69cb\u9020\u3092\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"12_%E3%82%A2%E3%83%86%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%B3%E6%A9%9F%E6%A7%8B\"><\/span>1.2 \u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u6a5f\u69cb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u4e2d\u6838\u306b\u3042\u308b\u306e\u304c<br><strong>\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u6a5f\u69cb<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001\u5358\u8a9e\u540c\u58eb\u304c\u4e92\u3044\u3092\u53c2\u7167\u3057\u5408\u3044\u3001<br>\u6587\u8108\u306b\u5fdc\u3058\u3066\u91cd\u8981\u5ea6\u3092\u5909\u3048\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u300cbank\u300d\u3068\u3044\u3046\u5358\u8a9e\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5ddd\u306e\u8a71\u306a\u3089\u300c\u5ddd\u5cb8\u300d<\/li>\n\n\n\n<li>\u91d1\u878d\u306e\u8a71\u306a\u3089\u300c\u9280\u884c\u300d<\/li>\n<\/ul>\n\n\n\n<p>\u3068\u3057\u3066\u6271\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u610f\u5473\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001<br><strong>\u3069\u306e\u89e3\u91c8\u304c\u6587\u8108\u4e0a\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u304b<\/strong>\u3092<br>\u7d71\u8a08\u7684\u306b\u5224\u65ad\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"13_%E5%BE%93%E6%9D%A5%E3%83%A2%E3%83%87%E3%83%AB%E3%81%A8%E3%81%AE%E9%81%95%E3%81%84\"><\/span>1.3 \u5f93\u6765\u30e2\u30c7\u30eb\u3068\u306e\u9055\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u89b3\u70b9<\/th><th>\u5f93\u6765\u30e2\u30c7\u30eb<\/th><th>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc<\/th><\/tr><\/thead><tbody><tr><td>\u51e6\u7406\u65b9\u6cd5<\/td><td>\u5358\u8a9e\u3092\u9806\u756a\u306b\u51e6\u7406<\/td><td>\u5168\u6587\u3092\u4e26\u5217\u51e6\u7406<\/td><\/tr><tr><td>\u6587\u8108\u7406\u89e3<\/td><td>\u9650\u5b9a\u7684<\/td><td>\u5e83\u7bc4\u56f2\u3092\u540c\u6642\u53c2\u7167<\/td><\/tr><tr><td>\u5b66\u7fd2\u52b9\u7387<\/td><td>\u4f4e\u3044<\/td><td>\u9ad8\u3044<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Transformer\u306f\u3001<br><strong>\u30e2\u30c7\u30eb\u3092\u5927\u304d\u304f\u3059\u308b\u307b\u3069\u6027\u80fd\u304c\u4f38\u3073\u308b<\/strong><br>\u3068\u3044\u3046\u6027\u8cea\u3092\u521d\u3081\u3066\u5b9f\u7528\u30ec\u30d9\u30eb\u3067\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_%E3%82%B9%E3%82%B1%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0_%E2%80%95_LLM%E9%80%B2%E5%8C%96%E3%81%AE%E6%96%B9%E5%90%91%E6%80%A7\"><\/span>2. \u30b9\u30b1\u30fc\u30ea\u30f3\u30b0 \u2015 LLM\u9032\u5316\u306e\u65b9\u5411\u6027<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Transformer\u3068\u3044\u3046\u57fa\u76e4\u306e\u4e0a\u3067\u3001<br>LLM\u306f <strong>\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<\/strong>\u306b\u3088\u3063\u3066\u9032\u5316\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"21_%E5%9C%A7%E5%80%92%E7%9A%84%E3%81%AA%E5%AD%A6%E7%BF%92%E3%83%87%E3%83%BC%E3%82%BF%E9%87%8F\"><\/span>2.1 \u5727\u5012\u7684\u306a\u5b66\u7fd2\u30c7\u30fc\u30bf\u91cf<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>LLM\u306e\u6027\u80fd\u3092\u652f\u3048\u308b\u6700\u5927\u306e\u8981\u56e0\u306f\u3001<br><strong>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u91cf<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u898f\u6a21\u306e\u81a8\u5927\u306a\u30c6\u30ad\u30b9\u30c8\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u8108\u306b\u5408\u3063\u305f\u8868\u73fe<\/li>\n\n\n\n<li>\u3088\u304f\u3042\u308b\u8a00\u3044\u56de\u3057<\/li>\n\n\n\n<li>\u4e0d\u81ea\u7136\u306b\u306a\u3089\u306a\u3044\u8a9e\u9806<\/li>\n<\/ul>\n\n\n\n<p>\u3092\u3001\u610f\u5473\u7406\u89e3\u3067\u306f\u306a\u304f<br><strong>\u7d71\u8a08\u7684\u306a\u30d1\u30bf\u30fc\u30f3<\/strong>\u3068\u3057\u3066\u7372\u5f97\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u300c\u8ce2\u3044\u300d\u3068\u3044\u3046\u3088\u308a\u3001<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u3068\u306b\u304b\u304f\u5927\u91cf\u306b\u898b\u3066\u899a\u3048\u3066\u3044\u308b\u72b6\u614b<\/p>\n<\/blockquote>\n\n\n\n<p>\u306b\u8fd1\u3044\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"22_%E3%83%91%E3%83%A9%E3%83%A1%E3%83%BC%E3%82%BF%EF%BC%88%E9%87%8D%E3%81%BF%EF%BC%89%E3%81%A8%E3%81%84%E3%81%86%E5%B7%A8%E5%A4%A7%E3%81%AA%E6%A7%8B%E9%80%A0\"><\/span>2.2 \u30d1\u30e9\u30e1\u30fc\u30bf\uff08\u91cd\u307f\uff09\u3068\u3044\u3046\u5de8\u5927\u306a\u69cb\u9020<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>LLM\u306e\u5185\u90e8\u306b\u306f\u3001<br>\u30e2\u30c7\u30eb\u306e\u632f\u308b\u821e\u3044\u3092\u6c7a\u3081\u308b<br>**\u6570\u5343\u5104\u500b\u898f\u6a21\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\uff08\u91cd\u307f\uff09**\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u3059\u3079\u3066\u9023\u7d9a\u5024<\/li>\n\n\n\n<li>\u4eba\u9593\u304c\u610f\u5473\u3092\u7406\u89e3\u3057\u3066\u8a2d\u5b9a\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044<\/li>\n\n\n\n<li>\u521d\u671f\u72b6\u614b\u306f\u30e9\u30f3\u30c0\u30e0<\/li>\n<\/ul>\n\n\n\n<p>\u5b66\u7fd2\u3068\u306f\u3001\u3053\u308c\u3089\u3092\u5c11\u3057\u305a\u3064\u8abf\u6574\u3059\u308b\u4f5c\u696d\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30a4\u30e1\u30fc\u30b8\u3068\u3057\u3066\u306f\u3001<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u7121\u6570\u306e\u30c0\u30a4\u30e4\u30eb\u3092\u6301\u3064\u5de8\u5927\u306a\u88c5\u7f6e\u3092<br>\u3072\u305f\u3059\u3089\u5fae\u8abf\u6574\u3057\u3066\u3044\u304f<\/p>\n<\/blockquote>\n\n\n\n<p>\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"23_%E4%BA%8B%E5%89%8D%E8%A8%93%E7%B7%B4%E3%81%A8%E3%81%AF%E4%BD%95%E3%82%92%E3%81%97%E3%81%A6%E3%81%84%E3%82%8B%E3%81%AE%E3%81%8B\"><\/span>2.3 \u4e8b\u524d\u8a13\u7df4\u3068\u306f\u4f55\u3092\u3057\u3066\u3044\u308b\u306e\u304b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u53ef\u80fd\u306b\u3057\u305f\u5b66\u7fd2\u65b9\u6cd5\u304c<br>**\u4e8b\u524d\u8a13\u7df4\uff08Pre-training\uff09**\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3084\u3063\u3066\u3044\u308b\u3053\u3068\u306f\u975e\u5e38\u306b\u30b7\u30f3\u30d7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6587\u7ae0\u306e\u6700\u5f8c\u306e\u5358\u8a9e\u3092\u96a0\u3059<\/li>\n\n\n\n<li>\u305d\u308c\u4ee5\u524d\u3092\u5165\u529b\u3068\u3057\u3066\u4e0e\u3048\u308b<\/li>\n\n\n\n<li>\u6b21\u306b\u6765\u308b\u5358\u8a9e\u3092\u4e88\u6e2c\u3055\u305b\u308b<\/li>\n\n\n\n<li>\u6b63\u89e3\u3068\u306e\u5dee\u3067\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u306e\u51e6\u7406\u3092 <strong>\u4f55\u5146\u56de\u3082\u7e70\u308a\u8fd4\u3059<\/strong>\u3053\u3068\u3067\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u898b\u305f\u3053\u3068\u306e\u306a\u3044\u6587\u7ae0\u3067\u3082<\/li>\n\n\n\n<li>\u6587\u8108\u306b\u5408\u3063\u305f\u7d9a\u304d\u3092<\/li>\n<\/ul>\n\n\n\n<p>\u4e88\u6e2c\u3067\u304d\u308b\u80fd\u529b\u304c\u8eab\u306b\u3064\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"24_%E6%83%B3%E5%83%8F%E3%82%92%E8%B6%85%E3%81%88%E3%82%8B%E8%A8%88%E7%AE%97%E9%87%8F%E3%81%A8GPU\"><\/span>2.4 \u60f3\u50cf\u3092\u8d85\u3048\u308b\u8a08\u7b97\u91cf\u3068GPU<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u3053\u306e\u5b66\u7fd2\u306b\u306f\u3001<br>\u5e38\u8b58\u5916\u308c\u306e\u8a08\u7b97\u91cf\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4eee\u306b\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>1\u79d2\u9593\u306b10\u5104\u56de\u306e\u8a08\u7b97\u304c\u3067\u304d\u3066\u3082<\/li>\n\n\n\n<li>\u6700\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3067\u306f <strong>1\u5104\u5e74\u4ee5\u4e0a\u5206<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3092\u73fe\u5b9f\u306b\u53ef\u80fd\u306b\u3057\u305f\u306e\u304c\u3001<br><strong>GPU\u306b\u3088\u308b\u5927\u898f\u6a21\u4e26\u5217\u8a08\u7b97\u3068\u5206\u6563\u5b66\u7fd2<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"25_%E7%A2%BA%E7%8E%87%E7%9A%84%E3%81%AB%E7%94%9F%E6%88%90%E3%81%95%E3%82%8C%E3%82%8B%E3%81%A8%E3%81%84%E3%81%86%E6%80%A7%E8%B3%AA\"><\/span>2.5 \u78ba\u7387\u7684\u306b\u751f\u6210\u3055\u308c\u308b\u3068\u3044\u3046\u6027\u8cea<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>LLM\u306f\u6b21\u306b\u6765\u308b\u5358\u8a9e\u3092<br><strong>\u78ba\u7387\u5206\u5e03\u3068\u3057\u3066\u4e88\u6e2c<\/strong>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u751f\u6210\u6642\u306b\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u78ba\u7387\u304c\u9ad8\u3044\u5358\u8a9e\u3092\u4e2d\u5fc3\u306b<\/li>\n\n\n\n<li>\u4e00\u5b9a\u306e\u30e9\u30f3\u30c0\u30e0\u6027\u3092\u6301\u305f\u305b<\/li>\n\n\n\n<li>\u78ba\u7387\u304c\u3084\u3084\u4f4e\u3044\u5358\u8a9e\u3082\u542b\u3081\u3066\u9078\u629e<\/li>\n<\/ul>\n\n\n\n<p>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u540c\u3058\u8cea\u554f\u3067\u3082\u3001<br>\u6bce\u56de\u307e\u3063\u305f\u304f\u540c\u3058\u56de\u7b54\u306b\u306a\u308b\u3068\u306f\u9650\u3089\u306a\u3044<\/p>\n<\/blockquote>\n\n\n\n<p>\u3068\u3044\u3046\u73fe\u8c61\u304c\u8d77\u3053\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_RLHF_%E2%80%95_LLM%E3%82%92%E3%80%8C%E4%BD%BF%E3%81%88%E3%82%8B%E9%81%93%E5%85%B7%E3%80%8D%E3%81%AB%E3%81%97%E3%81%9F%E9%8D%B5\"><\/span>3. RLHF \u2015 LLM\u3092\u300c\u4f7f\u3048\u308b\u9053\u5177\u300d\u306b\u3057\u305f\u9375<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"31_%E4%BA%8B%E5%89%8D%E8%A8%93%E7%B7%B4%E3%81%A0%E3%81%91%E3%81%A7%E3%81%AF%E4%B8%8D%E5%8D%81%E5%88%86\"><\/span>3.1 \u4e8b\u524d\u8a13\u7df4\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4e8b\u524d\u8a13\u7df4\u3060\u3051\u3092\u7d42\u3048\u305f\u30e2\u30c7\u30eb\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u6cd5\u7684\u306b\u6b63\u3057\u3044\u6587\u7ae0<\/li>\n\n\n\n<li>\u305d\u308c\u3089\u3057\u3044\u7d9a\u304d<\/li>\n<\/ul>\n\n\n\n<p>\u306f\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4eba\u9593\u306b\u3068\u3063\u3066\u5f79\u306b\u7acb\u3064\u3068\u306f\u9650\u3089\u306a\u3044<\/li>\n\n\n\n<li>\u5371\u967a\u306a\u51fa\u529b\u3092\u3059\u308b\u3053\u3068\u3082\u3042\u308b<\/li>\n<\/ul>\n\n\n\n<p>\u3068\u3044\u3046\u554f\u984c\u304c\u6b8b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"32_RLHF%E3%81%A8%E3%81%AF%E4%BD%95%E3%81%8B\"><\/span>3.2 RLHF\u3068\u306f\u4f55\u304b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u305d\u3053\u3067\u5c0e\u5165\u3055\u308c\u308b\u306e\u304c\u3001<strong>\u4eba\u9593\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u3088\u308b\u5f37\u5316\u5b66\u7fd2\uff08RLHF\uff09<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>RLHF\u3067\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4eba\u9593\u304c\u8907\u6570\u306e\u56de\u7b54\u3092\u8a55\u4fa1\u3057<\/li>\n\n\n\n<li>\u671b\u307e\u3057\u3044\u632f\u308b\u821e\u3044\u3092\u9078\u3073<\/li>\n\n\n\n<li>\u305d\u306e\u8a55\u4fa1\u3092\u3082\u3068\u306b\u30e2\u30c7\u30eb\u3092\u8abf\u6574<\/li>\n<\/ul>\n\n\n\n<p>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"33_%E4%BA%8B%E5%89%8D%E8%A8%93%E7%B7%B4%E3%81%A8RLHF%E3%81%AE%E9%81%95%E3%81%84\"><\/span>3.3 \u4e8b\u524d\u8a13\u7df4\u3068RLHF\u306e\u9055\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u4e8b\u524d\u8a13\u7df4<\/th><th>RLHF<\/th><\/tr><\/thead><tbody><tr><td>\u76ee\u7684<\/td><td>\u8a00\u8a9e\u30d1\u30bf\u30fc\u30f3\u306e\u7372\u5f97<\/td><td>\u4eba\u9593\u306b\u3068\u3063\u3066\u671b\u307e\u3057\u3044\u5fdc\u7b54<\/td><\/tr><tr><td>\u6559\u5e2b<\/td><td>\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf<\/td><td>\u4eba\u9593\u306e\u8a55\u4fa1<\/td><\/tr><tr><td>\u52b9\u679c<\/td><td>\u6587\u7ae0\u304c\u66f8\u3051\u308b<\/td><td>\u5f79\u306b\u7acb\u3061\u3001\u5b89\u5168\u306b\u306a\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u73fe\u5728\u306eChatGPT\u306e<br>**\u300c\u4f7f\u3044\u3084\u3059\u3055\u300d\u300c\u4f1a\u8a71\u3089\u3057\u3055\u300d**\u306f\u3001<br>\u3053\u306eRLHF\u306b\u3088\u3063\u3066\u5b9f\u73fe\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81%EF%BC%9ALLM%E3%81%AE%E6%AD%A3%E4%BD%93\"><\/span>\u307e\u3068\u3081\uff1aLLM\u306e\u6b63\u4f53<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u653b\u3081\u305f\u8868\u73fe\u3092\u3059\u308b\u306a\u3089\u3001LLM\u306f\u300c\u8003\u3048\u308b\u5b58\u5728\u300d\u3067\u306f\u306a\u304f\u3001<\/p>\n\n\n\n<p><strong>\u6975\u3081\u3066\u9ad8\u6027\u80fd\u306a\u6b21\u5358\u8a9e\u4e88\u6e2c\u88c5\u7f6e<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u308c\u3067\u3082\u6d41\u66a2\u3067\u3001\u9b45\u529b\u7684\u3067\u3001\u5b9f\u7528\u7684\u3067\u3042\u308a\u3001<\/p>\n\n\n\n<p>\u305d\u308c\u306f\u4e0b\u8a18\u306e<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u9593\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u3088\u308b\u5f37\u5316\u5b66\u7fd2\uff08RLHF\uff09<\/strong><\/li>\n\n\n\n<li>\u5727\u5012\u7684\u306a\u30c7\u30fc\u30bf\u30fb\u8a08\u7b97\u8cc7\u6e90\u3001\u5927\u898f\u6a21\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u306e\u5b66\u7fd2\uff08<strong>\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\uff09<\/strong><\/li>\n\n\n\n<li>\u3069\u306e\u89e3\u91c8\u304c\u6587\u8108\u4e0a\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u304b\u3092\u3068\u3089\u3048\u308bAttension\u69cb\u9020\uff08<strong>Transformer<\/strong>\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u306b\u3088\u3063\u3066\u5b9f\u73fe\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>LLM\u3068\u306f\u4f55\u304b \u2015 \u672c\u8cea\u306f\u300c\u6b21\u306b\u6765\u308b\u5358\u8a9e\u306e\u4e88\u6e2c\u300d \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3068\u306f\u3001 \u4efb\u610f\u306e\u6587\u7ae0\u306b\u5bfe\u3057\u3066\u300c\u6b21\u306b\u6765\u308b\u5358\u8a9e\u300d\u3092\u4e88\u6e2c\u3059\u308b\u6570\u5b66\u7684\u306a\u95a2\u6570 \u3067\u3059\u3002 \u91cd\u8981\u306a\u306e\u306f\u3001LLM\u306f\u6587\u7ae0\u306e\u610f\u5473\u3092\u7406\u89e3\u3057\u3066\u7b54\u3048\u3092\u8003\u3048\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":128,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"vkexunit_cta_each_option":"","footnotes":""},"categories":[6,7],"tags":[],"class_list":["post-97","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-llm"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u4f55\u3092\u3057\u3066\u3044\u308b\u306e\u304b - Insight Good<\/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:\/\/shuu-ai.com\/?p=97\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u4f55\u3092\u3057\u3066\u3044\u308b\u306e\u304b - Insight Good\" \/>\n<meta property=\"og:description\" content=\"LLM\u3068\u306f\u4f55\u304b \u2015 \u672c\u8cea\u306f\u300c\u6b21\u306b\u6765\u308b\u5358\u8a9e\u306e\u4e88\u6e2c\u300d \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3068\u306f\u3001 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