{"id":5201,"date":"2024-05-01T15:42:00","date_gmt":"2024-05-01T06:42:00","guid":{"rendered":"https:\/\/nlpillustration.tech\/?p=5201"},"modified":"2024-11-08T12:28:27","modified_gmt":"2024-11-08T03:28:27","slug":"%e3%80%90%e4%b8%80%e6%92%83%e3%81%a7%e3%82%8f%e3%81%8b%e3%82%8b%e3%80%91%e8%87%aa%e7%84%b6%e8%a8%80%e8%aa%9e%e5%87%a6%e7%90%86nlp%e3%81%a8%e3%81%af","status":"publish","type":"post","link":"https:\/\/nlpillustration.tech\/?p=5201","title":{"rendered":"\u3010\u4e00\u6483\u3067\u308f\u304b\u308b\u3011\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u5165\u9580\uff01\u57fa\u790e\u304b\u3089\u308f\u304b\u308a\u3084\u3059\u304f\u5fb9\u5e95\u89e3\u8aac\u3002"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n<p class=\"faceicon\"><!--\u5439\u304d\u51fa\u3057\u306f\u3058\u307e\u308a--><\/p>\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\" \/><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p>\n<span style=\"font-family: 'Noto Sans JP', sans-serif; font-size: revert;\">\n\u3053\u3093\u306b\u3061\u306f\uff01\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u30fb\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u89e3\u8aac\u8a18\u4e8b\u3084\u66f8\u7c4d\u3092\u66f8\u3044\u3066\u3044\u308b\u3001\n\u3059\u3048\u3064\u3050\u3067\u3059\uff01\n<br>\n\u304a\u77e5\u3089\u305b\uff1a\u8457\u66f8<a style=\"color: #0095ff;\" href=\"https:\/\/www.amazon.co.jp\/%E8%AA%B0%E3%81%A7%E3%82%82%E3%82%8F%E3%81%8B%E3%82%8B%E5%A4%A7%E8%A6%8F%E6%A8%A1%E8%A8%80%E8%AA%9E%E3%83%A2%E3%83%87%E3%83%AB%E5%85%A5%E9%96%80-%E6%9C%AB%E6%AC%A1-%E6%8B%93%E6%96%97\/dp\/4296071017?crid=1YZP5NO5GWW1W&amp;dib=eyJ2IjoiMSJ9.UDXW6zbOMSYE43Sggtlxag.xCxy2DPgtHrOb0VugcBKUiwWe4T92792YLgPeNvjW5g&amp;dib_tag=se&amp;keywords=%E6%9C%AB%E6%AC%A1%E6%8B%93%E6%96%97&amp;qid=1730953292&amp;sprefix=%2Caps%2C207&amp;sr=8-1&amp;linkCode=ll1&amp;tag=st0509-22&amp;linkId=9a119c7afd4474367e0a9a865d7df02c&amp;language=ja_JP&amp;ref_=as_li_ss_tl\" target=\"_blank\" rel=\"noopener\">\n<strong>\n\u300e\u8ab0\u3067\u3082\u308f\u304b\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u5165\u9580\u300f\n<\/strong>\n<\/a>\n\u3092\u65e5\u7d4cBP\u3088\u308a\u51fa\u7248\u3057\u307e\u3057\u305f\u3002\n<\/span>\n<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n<p>\u4eca\u56de\u306f\u3001<b class=\"yellow_mark\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)<\/b>\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>2022\u5e74\u672b\u306bChatGPT\u304c\u767a\u8868\u3055\u308c\u3066\u304b\u3089\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u304c\u5927\u304d\u306a\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002\u6025\u6fc0\u306b\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308bLLM\u3067\u3059\u304c\u3001<strong>\u300cLLM\u3092\u4e0a\u8fba\u3060\u3051\u3067\u306a\u304f\u3001\u3057\u3063\u304b\u308a\u7406\u89e3\u3057\u305f\u3044\u300d<\/strong>\u3068\u3044\u3046\u4eba\u3082\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u4eca\u5f8c\u3001\u30d3\u30b8\u30cd\u30b9\u30fb\u7814\u7a76\u3067LLM\u306e\u91cd\u8981\u5ea6\u306f\u5897\u3057\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002\u5b9f\u969b\u3082\u3046\u4ed5\u4e8b\u30fb\u7814\u7a76\u306b\u5229\u7528\u3057\u3066\u3044\u308b\u4eba\u3082\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<br \/>\u305f\u3060\u3001\u3061\u3083\u3093\u3068LLM\u3092\u7406\u89e3\u3057\u3066\u4f7f\u3063\u3066\u3044\u308b\u4eba\u306f\u3001\u307b\u3093\u306e\u4e00\u63e1\u308a\u3067\u3059\u3002<strong>\u300c\u3088\u304f\u308f\u304b\u3063\u3066\u306a\u3044\u3051\u3069LLM\u3092\u4f7f\u3046\u4eba\u300d\u3068\u300cLLM\u3092\u7406\u89e3\u3057\u3066\u4f7f\u3046\u4eba\u300d\u3067\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u30fb\u7814\u7a76\u306b\u304a\u3044\u3066\u3001\u4eca\u5f8c\u5927\u304d\u306a\u5dee\u304c\u3067\u304d\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002<\/strong><\/p>\n<p><strong>\u305d\u3053\u3067\u4eca\u56de\u306f\u3001<b class=\"yellow_mark\">LLM\u3092\u3057\u3063\u304b\u308a\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u5fc5\u9808\u306e\u57fa\u790e\u77e5\u8b58\u304b\u3089LLM\u3092\u5fb9\u5e95\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/b><\/strong><\/p>\n<p><!--\u5439\u304d\u51fa\u3057\u306f\u3058\u307e\u308a--><\/p>\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\" \/><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p>\u3082\u3061\u308d\u3093\u3001\u8ab0\u306b\u3067\u3082\u308f\u304b\u308b\u3088\u3046\u306b\u96e3\u3057\u3044\u6570\u5f0f\u3084\u56f3\u306f\u4f7f\u3044\u307e\u305b\u3093\u3002\u56f3\u89e3\u3092\u4f7f\u3063\u3066\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\uff01<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"box26\"><span class=\"box-title\">\u672c\u8a18\u4e8b\u306e\u5bfe\u8c61<\/span><\/p>\n<ul>\n<li><strong>LLM\u306e\u77e5\u8b58\u304c\u3042\u307e\u308a\u306a\u3044\u4eba\u306b\u306f\u5165\u9580\u8a18\u4e8b\u3068\u3057\u3066\u3002<br \/><\/strong>\u300c\u6d41\u884c\u3063\u3066\u308b\u3051\u3069\u7d50\u5c40\u3001LLM\u3063\u3066\u4f55\u306a\u306e\u304b\uff1f\u300d<br \/>\u300cLLM\u306b\u8208\u5473\u3092\u6301\u3063\u305f\u3002\u3067\u3082\u3053\u306e\u5206\u91ce\u306b\u306f\u8a73\u3057\u304f\u306a\u3044\u3002\u300d\u3068\u3044\u3046\u4eba\u5411\u3051\u3002<\/li>\n<li><strong>LLM\u306e\u77e5\u8b58\u304c\u3042\u308b\u4eba\u306b\u306f\u73fe\u72b6<span style=\"font-size: revert;\">\u6574\u7406\u3068\u3057\u3066\u3002<br \/><\/span><\/strong>\u300c\u305d\u308d\u305d\u308d\u4e00\u56de\u3001LLM\u306e\u5168\u4f53\u611f\u3092\u77e5\u308a\u305f\u3044\u3002\u73fe\u72b6\u3092\u6574\u7406\u3057\u3066\u6b32\u3057\u3044\u3002\u300d<span style=\"font-size: revert;\">\u3068\u3044\u3046\u4eba\u5411\u3051\u3002<br \/>\u4eca\u56de\u306e\u8a18\u4e8b\u306fNLP\u306e\u57fa\u790e\u304b\u3089\u6700\u65b0\u60c5\u5831\u307e\u3067\u7db2\u7f85\u7684\u306b\u307e\u3068\u3081\u307e\u3059\u3002\u6025\u901f\u306b\u767a\u5c55\u3059\u308bLLM\u306b\u304a\u3051\u308b\u5168\u4f53\u611f\u306e\u6574\u7406\u306b\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<\/div>\n<p>\u3053\u306e\u89e3\u8aac\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001<strong><b class=\"yellow_mark\">LLM\u3092\u4e0a\u8fba\u3060\u3051\u3067\u306a\u304f\u57fa\u790e\u304b\u3089\u7406\u89e3\u3067\u304d\u3001\u4eca\u5f8c\u306e\u30d3\u30b8\u30cd\u30b9\u30fb\u7814\u7a76\u306bLLM\u3092\u3088\u308a\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u306f\u305a\u3067\u3059\u3002<\/b><\/strong><\/p>\n\n\n<h2 class=\"wp-block-heading\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3068\u306f<\/h2>\n\n\n\n<figure style=\"width: 499px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" src=\"https:\/\/images.openai.com\/blob\/8d14e8f0-e267-4b8b-a9f2-a79120808f5a\/chatgpt.jpg?trim=0,0,0,0&amp;width=1919&amp;height=1919\" alt=\"ChatGPT graphic\" width=\"499\" height=\"499\"><figcaption class=\"wp-caption-text\">Source:https:\/\/openai.com\/blog\/chatgpt<\/figcaption><\/figure>\n<p>ChatGPT\u3092\u76ae\u5207\u308a\u306b\u3001\u4e16\u754c\u3067\u6ce8\u76ee\u3092\u96c6\u3081\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff1aLarge Language Models\uff09\u3002<\/p>\n<p><strong>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u305d\u306e\u540d\u306e\u901a\u308a\u3001<b class=\"yellow_mark\">\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/b><\/strong><\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u3001\u8cea\u554f\u5fdc\u7b54\u30fb\u7ffb\u8a33\u30fb\u30b3\u30fc\u30c9\u4f5c\u6210\u306a\u3069\u69d8\u3005\u306a\u30bf\u30b9\u30af\u3092\u53ef\u80fd\u306b\u3057\u305f\u30e2\u30c7\u30eb\u3067\u3059\u3002<br>\u4ee3\u8868\u7684\u306a\u30e2\u30c7\u30eb\u3068\u3057\u3066\u306f\u3001<strong>GPT\u30e2\u30c7\u30eb<\/strong>\u3068<strong>PaLM(Google\u304c\u958b\u767a)<\/strong>\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u4eca\u6d41\u884c\u306eChatGPT\u3082GPT-3.5\u30fbGPT-4\u3092\u5229\u7528\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002\u307e\u305f\u3001Google\u306eBARD\u3082PaLM\u30fbPaLM2\u3092\u5143\u306b\u958b\u767a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u3053\u306e\u300c\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff1aLarge Language Model)\u300d\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u306f\u3001<b class=\"yellow_mark\">\u300c\u5927\u898f\u6a21(Large)\u300d<\/b>\u3068<b class=\"yellow_mark\">\u300c\u8a00\u8a9e\u30e2\u30c7\u30eb(Language Model)\u300d<\/b>\u306b\u3064\u3044\u3066\u3001\u305d\u308c\u305e\u308c\u7406\u89e3\u3057\u3066\u3044\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/strong><\/p>\n<p>\u305d\u3053\u3067\u672c\u8a18\u4e8b\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u30c8\u30d4\u30c3\u30af\u3092\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h3>\u5927\u898f\u6a21\u3068\u306f\uff08LLM\u306e\u300cL\u300d\u306b\u3064\u3044\u3066\u89e3\u8aac\uff09<\/h3>\n<p>\u2460<a href=\"https:\/\/nlpillustration.tech\/?p=5201#rtoc-5\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3069\u308c\u304f\u3089\u3044\u5927\u898f\u6a21\u306a\u306e\u304b\uff1f\uff5cLLM\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5927\u304d\u3055\u3068\u69cb\u6210\u3002<\/a><\/p>\n<p>\u2461<a href=\"https:\/\/nlpillustration.tech\/?p=5201#rtoc-10\">\u30e2\u30c7\u30eb\u306f\u3069\u308c\u304f\u3089\u3044\u5927\u898f\u6a21\u306a\u306e\u304b\uff1f\uff5cLLM\u306e\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3002<\/a><\/p>\n<p>\u2461<a href=\"https:\/\/nlpillustration.tech\/?p=5201#rtoc-11\">\u30c7\u30fc\u30bf\u30fb\u30e2\u30c7\u30eb\u3092\u5927\u898f\u6a21\u306b\u3059\u308b\u30e1\u30ea\u30c3\u30c8\uff5c\u5927\u898f\u6a21\u5316\u306b\u3088\u308b\u6027\u80fd\u5411\u4e0a\u3068\u3001LLM\u306e\u5275\u767a\u7684\u80fd\u529b\u3002<\/a><\/p>\n<h3>\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u306f\uff08LLM\u306e\u300cLM\u300d\u306b\u3064\u3044\u3066\u89e3\u8aac\uff09<\/h3>\n<p>\u2460<a href=\"https:\/\/nlpillustration.tech\/?p=5201#rtoc-14\">\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u4ed5\u7d44\u307f\u306f\uff1f\uff5c\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u7279\u5fb4\u3068\u5171\u901a\u70b9\u3002<\/a><\/p>\n<p>\u2461<a href=\"https:\/\/nlpillustration.tech\/?p=5201#rtoc-16\">\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3069\u306e\u3088\u3046\u306b\u767a\u5c55\u3057\u3066\u304d\u305f\u306e\u304b\uff1f\uff5cLLM\u307e\u3067\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6b74\u53f2\u3002<\/a><\/p>\n<p>\u2462<a href=\"https:\/\/nlpillustration.tech\/?p=5201#rtoc-29\">LLM\u3092\u7406\u89e3\u3059\u308b\u306b\u306f\u3001\u3069\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u304b\u3089\u5b66\u3079\u3070\u3088\u3044\u306e\u304b\uff1f\u6700\u77ed\u30eb\u30fc\u30c8\u306f\uff1f<\/a><\/p>\n<p><!--\u5439\u304d\u51fa\u3057\u306f\u3058\u307e\u308a--><\/p>\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\"><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p>\u3053\u308c\u3089\u306e\u30c8\u30d4\u30c3\u30af\u3092\u7406\u89e3\u3059\u308c\u3070\u3001LLM\u306b\u3064\u3044\u3066\u4e0a\u8fba\u3060\u3051\u3067\u306a\u304f\u3001\u3088\u308a\u8a73\u7d30\u306b\u3001\u4f53\u7cfb\u7684\u306b\u5b66\u3093\u3067\u3044\u3051\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><!--\u5439\u304d\u51fa\u3057\u7d42\u308f\u308a--><\/p>\n<h2>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3069\u308c\u304f\u3089\u3044\u5927\u898f\u6a21\u306a\u306e\u304b\uff1f\uff5cLLM\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5927\u304d\u3055\u3068\u69cb\u6210\u3002<\/h2>\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u300c\u5927\u898f\u6a21\u300d\u3068\u306f\u3001\u3069\u308c\u304f\u3089\u3044\u5927\u898f\u6a21\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u3044\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002\u307e\u305f\u3069\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u3053\u306e\u7ae0\u3067\u306f<b class=\"yellow_mark\">LLM\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5927\u304d\u3055\u3068\u3001\u305d\u308c\u3092\u69cb\u6210\u3059\u308b\u30c7\u30fc\u30bf\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002\uff08\u4e3b\u306bGPT\u30e2\u30c7\u30eb\u3092\u4f8b\u306b\u7d39\u4ecb\u3057\u3066\u3044\u304d\u307e\u3059\uff09<\/b><\/p>\n<h3>LLM\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30ba<\/h3>\n<p>LLM\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u4e3b\u306b\u3001\u30a6\u30a7\u30d6\u30c6\u30ad\u30b9\u30c8\uff08Wikipedia\u306a\u3069\uff09\u3001\u66f8\u7c4d\u3001\u8ad6\u6587\u306a\u3069\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b5\u30a4\u30ba\u3001\u69cb\u6210\u306f\u69d8\u3005\u3067\u3059\u3002<strong><b class=\"yellow_mark\">GPT-3\u306f\u7d043000\u5104\u8a9e<sup class=\"modern-footnotes-footnote \" data-mfn=\"1\" data-mfn-post-scope=\"00000000527551730000000055a3b1f0_5201\"><a href=\"javascript:void(0)\"  role=\"button\" aria-pressed=\"false\" aria-describedby=\"mfn-content-00000000527551730000000055a3b1f0_5201-1\">1<\/a><\/sup><span id=\"mfn-content-00000000527551730000000055a3b1f0_5201-1\" role=\"tooltip\" class=\"modern-footnotes-footnote__note\" tabindex=\"0\" data-mfn=\"1\">Brown, Tom, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D. Kaplan, Prafulla Dhariwal, Arvind Neelakantan et al. &#8220;Language models are few-shot learners.&#8221; <i>Advances in neural information processing systems<\/i>&nbsp;33 (2020): 1877-1901.<\/span>\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u3066\u3044\u308b<\/b>\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<br><\/strong>\uff08\uff0a\u53b3\u5bc6\u306b\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30ba\u306f3000\u5104\u30c8\u30fc\u30af\u30f3\u3068\u516c\u8868\u3055\u308c\u3066\u304a\u308a\u3001\u5358\u7d14\u63db\u7b97\u30673000\u5104\u8a9e\u3068\u63a8\u5b9a\u3067\u304d\u307e\u3059\u304c\u3001\u30c8\u30fc\u30af\u30f3\u5316\u306e\u65b9\u6cd5\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002\uff09<\/p>\n<p><!--\u5439\u304d\u51fa\u3057\u306f\u3058\u307e\u308a--><\/p>\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\"><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p><strong><b class=\"yellow_mark\">3000\u5104\u8a9e<\/b><\/strong>\u3068\u8a00\u308f\u308c\u3066\u3082\u5b9f\u611f\u304c\u308f\u304d\u307e\u305b\u3093\u3088\u306d\u30023000\u5104\u8a9e\u306f\u3001\u6587\u3067\u8003\u3048\u308b\u30681500\u5104\u6587\u304f\u3089\u3044\u3001\u672c\u3067\u8003\u3048\u308b\u3068400\u4e07\u518a\u304f\u3089\u3044\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002<strong>\u672c\u3067400\u4e07\u518a\u3068\u306a\u308b\u3068\u3001\u5c0f\u3055\u3044\u56f3\u66f8\u9928\u306e\u8535\u66f8\u6570\u306e\u7d04160\u500d\u306b\u5339\u6575\u3057\u307e\u3059\u3002<\/strong>\uff08\u9ad8\u6821\u306b\u3042\u308b\u56f3\u66f8\u9928\u306e\u8535\u66f8\u6570\u304c\u5e73\u57472\u4e075000\u518a\u304f\u3089\u3044\u3067\u3059<sup class=\"modern-footnotes-footnote \" data-mfn=\"2\" data-mfn-post-scope=\"00000000527551730000000055a3b1f0_5201\"><a href=\"javascript:void(0)\"  role=\"button\" aria-pressed=\"false\" aria-describedby=\"mfn-content-00000000527551730000000055a3b1f0_5201-2\">2<\/a><\/sup><span id=\"mfn-content-00000000527551730000000055a3b1f0_5201-2\" role=\"tooltip\" class=\"modern-footnotes-footnote__note\" tabindex=\"0\" data-mfn=\"2\"><a href=\"https:\/\/www.mext.go.jp\/a_menu\/shotou\/dokusho\/link\/1410430_00001.htm\" target=\"_blank\" rel=\"noopener\">\u4ee4\u548c2\u5e74\u5ea6\u300c\u5b66\u6821\u56f3\u66f8\u9928\u306e\u73fe\u72b6\u306b\u95a2\u3059\u308b\u8abf\u67fb\u300d\u306e\u7d50\u679c\u306b\u3064\u3044\u3066<\/a><\/span>\uff09<br><strong>\u3082\u306f\u3084\u4eba\u304c\u4e00\u751f\u3067\u8aad\u3081\u308b\u6587\u5b57\u6570\u3092\u9065\u304b\u306b\u8d85\u3048\u3066\u3044\u308b\u306e\u306f\u78ba\u304b\u3067\u3059\u3002<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u3088\u308a\u8a73\u7d30\u306bGPT\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30ba\u3068\u305d\u306e\u4e2d\u8eab\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3>GPT-3\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u30b5\u30a4\u30ba\u3068\u4e2d\u8eab<\/h3>\n<h4>\u30c7\u30fc\u30bf\u30b5\u30a4\u30ba<\/h4>\n<p>GPT-3\u306f3000\u5104\u30c8\u30fc\u30af\u30f3\u306e\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u3066\u3044\u307e\u3059\u3002<sup class=\"modern-footnotes-footnote \" data-mfn=\"3\" data-mfn-post-scope=\"00000000527551730000000055a3b1f0_5201\"><a href=\"javascript:void(0)\"  role=\"button\" aria-pressed=\"false\" aria-describedby=\"mfn-content-00000000527551730000000055a3b1f0_5201-3\">3<\/a><\/sup><span id=\"mfn-content-00000000527551730000000055a3b1f0_5201-3\" role=\"tooltip\" class=\"modern-footnotes-footnote__note\" tabindex=\"0\" data-mfn=\"3\"><a href=\"https:\/\/lambdalabs.com\/blog\/demystifying-gpt-3\" target=\"_blank\" rel=\"noopener\">OpenAI&#8217;s GPT-3 Language Model: A Technical Overview<\/a> by Chuan Li<\/span>\u3002<\/p>\n<h4>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4e2d\u8eab<\/h4>\n<p><strong>GPT-3 \u306f\u3001 Common Crawl<sup class=\"modern-footnotes-footnote \" data-mfn=\"4\" data-mfn-post-scope=\"00000000527551730000000055a3b1f0_5201\"><a href=\"javascript:void(0)\"  role=\"button\" aria-pressed=\"false\" aria-describedby=\"mfn-content-00000000527551730000000055a3b1f0_5201-4\">4<\/a><\/sup><span id=\"mfn-content-00000000527551730000000055a3b1f0_5201-4\" role=\"tooltip\" class=\"modern-footnotes-footnote__note\" tabindex=\"0\" data-mfn=\"4\">https:\/\/commoncrawl.org\/<\/span>\u3001WebText2<sup class=\"modern-footnotes-footnote \" data-mfn=\"5\" data-mfn-post-scope=\"00000000527551730000000055a3b1f0_5201\"><a href=\"javascript:void(0)\"  role=\"button\" aria-pressed=\"false\" aria-describedby=\"mfn-content-00000000527551730000000055a3b1f0_5201-5\">5<\/a><\/sup><span id=\"mfn-content-00000000527551730000000055a3b1f0_5201-5\" role=\"tooltip\" class=\"modern-footnotes-footnote__note\" tabindex=\"0\" data-mfn=\"5\">https:\/\/openwebtext2.readthedocs.io\/en\/latest\/<\/span>\u3001Books1\u3001Wikipedia\u306a\u3069\u306e\u81a8\u5927\u306a\u91cf\u306e\u30a6\u30a7\u30d6\u30c6\u30ad\u30b9\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u3044\u307e\u3059<\/strong><sup class=\"modern-footnotes-footnote \" data-mfn=\"6\" data-mfn-post-scope=\"00000000527551730000000055a3b1f0_5201\"><a href=\"javascript:void(0)\"  role=\"button\" aria-pressed=\"false\" aria-describedby=\"mfn-content-00000000527551730000000055a3b1f0_5201-6\">6<\/a><\/sup><span id=\"mfn-content-00000000527551730000000055a3b1f0_5201-6\" role=\"tooltip\" class=\"modern-footnotes-footnote__note\" tabindex=\"0\" data-mfn=\"6\">Brown, Tom, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D. Kaplan, Prafulla Dhariwal, Arvind Neelakantan et al. &#8220;Language models are few-shot learners.&#8221; <i>Advances in neural information processing systems<\/i>&nbsp;33 (2020): 1877-1901.<\/span>\u3002<\/p>\n<p>Common Crawl\u30fbWebText2\u306f\u30a6\u30a7\u30d6\u4e0a\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3001Books1\u30fbBooks2\u306f\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u30d9\u30fc\u30b9\u306e\u66f8\u7c4d\u30c7\u30fc\u30bf\u3067\u3059\u3002<\/p>\n<figure id=\"attachment_3317\" aria-describedby=\"caption-attachment-3317\" style=\"width: 800px\" class=\"wp-caption alignnone\"><a href=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb.png\"><img decoding=\"async\" class=\"wp-image-3317 size-large\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb-1024x683.png\" alt=\"\" width=\"800\" height=\"534\" srcset=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb-1024x683.png 1024w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb-300x200.png 300w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb-770x513.png 770w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb-1536x1024.png 1536w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb-500x333.png 500w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb-1155x770.png 1155w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb-361x241.png 361w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb-761x507.png 761w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb-1146x764.png 1146w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb-284x189.png 284w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb-1391x928.png 1391w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb-120x80.png 120w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb-240x160.png 240w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb-390x260.png 390w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/2022-alandthompson-dataset-sizes-cloudcraft-Rev-0-750pxb.png 1588w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><figcaption id=\"caption-attachment-3317\" class=\"wp-caption-text\">\u5f15\u7528\uff1aWhat\u2019s in my AI?\uff08https:\/\/lifearchitect.ai\/whats-in-my-ai\/)<\/figcaption><\/figure>\n<p>\u4e0a\u306e\u753b\u50cf\u3092\u898b\u308b\u3068\u308f\u304b\u308b\u3088\u3046\u306b\u3001GPT-1\u3067\u306f\u672c\uff08Books\uff09\u306e\u30c7\u30fc\u30bf\u306e\u307f\u3060\u3063\u305f\u306e\u304c\u3001<strong>\u8fd1\u5e74\u306eGPT-2\u3001GPT-3\u306f\u3088\u308a\u5927\u898f\u6a21\u306b\u3001\u3088\u308a\u591a\u7528\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u542b\u3080\u3088\u3046\u306b\u306a\u3063\u305f\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/strong><\/p>\n<div class=\"box26\"><span class=\"box-title\">\u4f59\u8ac7\uff1a\u8a00\u8a9e\u30c7\u30fc\u30bf\u306e\u67af\u6e07<\/span>\n<p>LLM\u304c\u5927\u91cf\u306b\u5b66\u7fd2\u3059\u308b\u8a00\u8a9e\u30c7\u30fc\u30bf\u3002\u3053\u306e<strong>\u8a00\u8a9e\u30c7\u30fc\u30bf\u304c\u67af\u6e07\u3059\u308b\u53ef\u80fd\u6027\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/strong><a href=\"https:\/\/arxiv.org\/abs\/2211.04325\" target=\"_blank\" rel=\"noopener\">\u30a2\u30d0\u30c7\u30a3\u30fc\u30f3\u5927\u5b66\u3068MIT\u306b\u3088\u308b\u8ad6\u6587<\/a>\u3067\u306f\u3001\u9ad8\u54c1\u8cea\u306a\u8a00\u8a9e\u30c7\u30fc\u30bf\u306f2026\u5e74\u4ee5\u524d\u306b\u67af\u6e07\u3059\u308b\u3068\u6307\u6458\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u9ad8\u54c1\u8cea\u306a\u8a00\u8a9e\u30c7\u30fc\u30bf\u304c\u67af\u6e07\u3059\u308c\u3070\u3001\u4eca\u5f8c\u306eLLM\u306e\u5927\u898f\u6a21\u5316\u306f\u920d\u5316\u3059\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<\/div>\n<h2>\u30e2\u30c7\u30eb\u306f\u3069\u308c\u304f\u3089\u3044\u5927\u898f\u6a21\u306a\u306e\u304b\uff1f\uff5cLLM\u306e\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3002<\/h2>\n<p>\u8fd1\u5e74\u306e\u30e2\u30c7\u30eb\u306f\u3001\u77e5\u7684\u8ca1\u7523\u6a29\u3084\u7af6\u4e89\u4e0a\u306e\u554f\u984c\u304b\u3089\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b5\u30a4\u30ba\u3084\u4e2d\u8eab\u3092\u516c\u8868\u3057\u306a\u3044\u30b1\u30fc\u30b9\u304c\u591a\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3067\u3001\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3092\u8868\u3059\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u306f\u307b\u3068\u3093\u3069\u306e\u5834\u5408\u3067\u516c\u8868\u3055\u308c\u308b\u305f\u3081\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002\uff0aGPT-4\u306a\u3069\u306f\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3082\u975e\u516c\u958b<\/p>\n<figure style=\"width: 1920px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" src=\"https:\/\/s10251.pcdn.co\/wp-content\/uploads\/2023\/03\/2023-Alan-D-Thompson-AI-Bubbles-Rev-7b.png\" alt=\"\" width=\"1920\" height=\"1080\"><figcaption class=\"wp-caption-text\">Source: Dr Alan D. Thompson, LifeArchitect.ai (Month name\/Year of creation). e.g. Dr Alan D. Thompson, LifeArchitect.ai (Jan\/2023).<\/figcaption><\/figure>\n<p>\u6700\u65b0\u306e\u30e2\u30c7\u30eb\u3068\u6bd4\u3079\u308b\u3068\u30012018\u5e74\u306b\u516c\u958b\u3055\u308c\u305fBERT\u3001GPT-1\u304c\u898b\u3048\u306a\u3044\u3050\u3089\u3044\u5c0f\u3055\u3044\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<b class=\"yellow_mark\">\u8fd1\u5e74\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u300c\u5927\u898f\u6a21\u3055\u300d\u306f\u98db\u8e8d\u7684\u306b\u5897\u5927\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/b><\/p>\n<p>\u5192\u982d\u3067\u306f\u3001LLM\u3092\u300c\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u300d\u3068\u3056\u3063\u304f\u308a\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3088\u308a\u53b3\u5bc6\u306b\u306f\u3001\u4e00\u822c\u7684\u306b\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u4e2d\u3067\u3082<strong>\u30d1\u30e9\u30e1\u30fc\u30bf\u304c1000\u5104\u3092\u8d85\u3048\u308b\u30e2\u30c7\u30eb\u304cLLM\u3068\u547c\u3070\u308c\u3066\u3044\u307e\u3059<sup class=\"modern-footnotes-footnote \" data-mfn=\"7\" data-mfn-post-scope=\"00000000527551730000000055a3b1f0_5201\"><a href=\"javascript:void(0)\"  role=\"button\" aria-pressed=\"false\" aria-describedby=\"mfn-content-00000000527551730000000055a3b1f0_5201-7\">7<\/a><\/sup><span id=\"mfn-content-00000000527551730000000055a3b1f0_5201-7\" role=\"tooltip\" class=\"modern-footnotes-footnote__note\" tabindex=\"0\" data-mfn=\"7\"><a href=\"https:\/\/arxiv.org\/abs\/2303.18223\" target=\"_blank\" rel=\"noopener\">A Survey of Large Language Models<\/a><\/span><\/strong>\uff08\u56f3\u306e\u4e2d\u3067100B\u4ee5\u4e0a\u306e\u30e2\u30c7\u30eb\uff09\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u304c1000\u5104\u3092\u8d85\u3048\u306a\u3044\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u3001\u5358\u306b\u300c\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\u300d\u3068\u547c\u3070\u308c\u307e\u3059<strong><sup class=\"modern-footnotes-footnote \" data-mfn=\"8\" data-mfn-post-scope=\"00000000527551730000000055a3b1f0_5201\"><a href=\"javascript:void(0)\"  role=\"button\" aria-pressed=\"false\" aria-describedby=\"mfn-content-00000000527551730000000055a3b1f0_5201-8\">8<\/a><\/sup><span id=\"mfn-content-00000000527551730000000055a3b1f0_5201-8\" role=\"tooltip\" class=\"modern-footnotes-footnote__note\" tabindex=\"0\" data-mfn=\"8\"><a href=\"https:\/\/arxiv.org\/abs\/2303.18223\" target=\"_blank\" rel=\"noopener\">A Survey of Large Language Models<\/a><\/span><\/strong>\u3002BERT(3\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\uff09\u3084GPT-1\uff081\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\uff09,GPT-2\uff0815\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\uff09\u304c\u3053\u306e\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u5f53\u305f\u308a\u307e\u3059\u3002<\/p>\n<p><!--\u5439\u304d\u51fa\u3057\u306f\u3058\u307e\u308a--><\/p>\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\"><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p>\u300c\u306a\u305c\u30d1\u30e9\u30e1\u30fc\u30bf1000\u5104\u4ee5\u4e0a\u306e\u30e2\u30c7\u30eb\u3092&#8221;\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb&#8221;\u3068\u533a\u5225\u3059\u308b\u306e\u304b\uff1f\u300d\u3068\u7591\u554f\u3092\u6301\u3063\u305f\u4eba\u3082\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u3002<br>\u3053\u308c\u306f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u304c1000\u5104\u3092\u8d85\u3048\u305fGPT-3\u306a\u3069\u304b\u3089\u3001<strong>\u305d\u308c\u307e\u3067\u306e\u5c0f\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3068\u306f\u9055\u3046\u7279\u6b8a\u306a\u80fd\u529b\u304c\u898b\u3064\u304b\u3063\u305f\u304b\u3089<\/strong>\u3067\u3059\u3002\u3053\u308c\u306b\u3064\u3044\u3066\u306f\u6b21\u306e\u7ae0\u3067\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u306a\u305c\u300c\u5927\u898f\u6a21\u300d\u306a\u306e\u304b\uff1f\u5927\u898f\u6a21\u5316\u3059\u308b\u30e1\u30ea\u30c3\u30c8\uff5c\u30b9\u30b1\u30fc\u30eb\u306e\u6cd5\u5247\u3068LLM\u306e\u5275\u767a\u7684\u80fd\u529b\u3002<\/h2>\n\n\n<p>\u3053\u3053\u307e\u3067\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b5\u30a4\u30ba\u3068\u4e2d\u8eab\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u3053\u3053\u304b\u3089\u306f\u3001<strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30fb\u30e2\u30c7\u30eb\u3092\u306a\u305c\u300c\u5927\u898f\u6a21\u300d\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u304b\uff1f<\/strong>\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u5927\u898f\u6a21\u306b\u3059\u308b\u7406\u7531\u306f<b class=\"yellow_mark\">\u300cLLM\u306f\u5927\u898f\u6a21\u306b\u3059\u308c\u3070\u3059\u308b\u307b\u3069\u6027\u80fd\u5411\u4e0a\u3060\u3051\u3067\u306a\u304f\u3001\u65b0\u3057\u3044\u80fd\u529b\u3082\u624b\u306b\u5165\u308c\u308b\u304b\u3089\u300d<\/b>\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u300c\u6027\u80fd\u5411\u4e0a\u300d\u3068\u300c\u65b0\u3057\u3044\u80fd\u529b\u3092\u624b\u306b\u5165\u308c\u308b\u300d\u306b\u3064\u3044\u3066\u305d\u308c\u305e\u308c\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h3>\u5927\u898f\u6a21\u5316\u306e\u30e1\u30ea\u30c3\u30c8\u2460\u5927\u898f\u6a21\u306b\u3059\u308c\u3070\u3059\u308b\u307b\u3069\u6027\u80fd\u304c\u4e0a\u304c\u308b\uff5c\u30b9\u30b1\u30fc\u30eb\u306e\u6cd5\u5247<\/h3>\n<p>\u307e\u305a\u3001\u6027\u80fd\u5411\u4e0a\u306b\u95a2\u3057\u3066\u306f\u3001LLM\u306b\u306f<strong>\u30b9\u30b1\u30fc\u30eb\u306e\u6cd5\u5247\uff08Scaling law\uff09<\/strong>\u3068\u3044\u3046\u6cd5\u5247\u304c\u8003\u3048\u3089\u308c\u3066\u3044\u307e\u3059<sup class=\"modern-footnotes-footnote \" data-mfn=\"9\" data-mfn-post-scope=\"00000000527551730000000055a3b1f0_5201\"><a href=\"javascript:void(0)\"  role=\"button\" aria-pressed=\"false\" aria-describedby=\"mfn-content-00000000527551730000000055a3b1f0_5201-9\">9<\/a><\/sup><span id=\"mfn-content-00000000527551730000000055a3b1f0_5201-9\" role=\"tooltip\" class=\"modern-footnotes-footnote__note\" tabindex=\"0\" data-mfn=\"9\">Kaplan, Jared, Sam McCandlish, Tom Henighan, Tom B. Brown, Benjamin Chess, Rewon Child, Scott Gray, Alec Radford, Jeffrey Wu, and Dario Amodei. &#8220;Scaling laws for neural language models.&#8221; <i>arXiv preprint arXiv:2001.08361<\/i>\u00a0(2020).<\/span>\u3002<strong><b class=\"yellow_mark\">\u30b9\u30b1\u30fc\u30eb\u306e\u6cd5\u5247\u306f\u3001\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30ba\u3001\u5b66\u7fd2\u8a08\u7b97\u91cf\u3092\u5927\u304d\u304f\u3059\u308c\u3070\u3059\u308b\u307b\u3069\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u304c\u4e0a\u304c\u308b\u3068\u3044\u3046\u6cd5\u5247<\/b>\u3067\u3059\u3002<\/strong><\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u4ee5\u4e0b\u306e\u30b0\u30e9\u30d5\u306e\u3088\u3046\u306b\u3001<strong>\u30e2\u30c7\u30eb\u304c\u4e00\u5b9a\u4ee5\u4e0a\u5927\u304d\u304f\u306a\u308b\u3068\u3001\u6025\u6fc0\u306b\u6027\u80fd\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/strong>\u8a08\u7b97\u30bf\u30b9\u30af\uff08\u5de6\uff09\u3001\u5927\u5b66\u8a66\u9a13\u306e\u30b9\u30b3\u30a2\uff08\u4e2d\u592e\uff09\u3001\u6587\u8108\u306e\u610f\u56f3\u3092\u7279\u5b9a\u3059\u308b\u30bf\u30b9\u30af\uff08\u53f3\uff09\u3067\u3001\u4e00\u5b9a\u306e\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3092\u8d85\u3048\u305f\u969b\u306b\u6025\u6fc0\u306b\u6027\u80fd\u5411\u4e0a\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n<figure id=\"attachment_5619\" aria-describedby=\"caption-attachment-5619\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/image4.png\"><img decoding=\"async\" class=\"wp-image-5619 size-large\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/image4-800x385.png\" alt=\"\" width=\"800\" height=\"385\" srcset=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/image4-800x385.png 800w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/image4-300x144.png 300w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/image4-770x370.png 770w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/image4-500x240.png 500w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/image4-284x137.png 284w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/image4-761x366.png 761w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/image4-390x187.png 390w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/image4.png 1013w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><figcaption id=\"caption-attachment-5619\" class=\"wp-caption-text\">\u591a\u6bb5\u968e\u306e\u7b97\u8853\u6f14\u7b97\u3092\u5b9f\u884c\u3059\u308b\u80fd\u529b (\u5de6)\u3001\u5927\u5b66\u30ec\u30d9\u30eb\u306e\u8a66\u9a13\u306b\u5408\u683c\u3059\u308b\u80fd\u529b (\u4e2d\u592e)\u3001\u6587\u8108\u5185\u306e\u5358\u8a9e\u306e\u610f\u56f3\u3055\u308c\u305f\u610f\u5473\u3092\u7279\u5b9a\u3059\u308b\u80fd\u529b (\u53f3)\u3000Source: &#8220;Emergent abilities of large language models.&#8221; arXiv preprint arXiv:2206.07682 (2022).<\/figcaption><\/figure>\n<p>\u3053\u306e\u6cd5\u5247\u304c\u5f15\u304d\u8d77\u3053\u3057\u305f\u306e\u306f\u3001<strong>\u8cc7\u91d1\u529b\u306e\u3042\u308bIT\u4f01\u696d\u304c\u304a\u91d1\u3092\u304b\u3051\u3066LLM\u3092\u3088\u308a\u5de8\u5927\u306b\u3059\u308b\u3068\u3044\u3046\u73fe\u8c61<\/strong>\u3067\u3059\u3002<\/p>\n<p><!--\u5439\u304d\u51fa\u3057\u306f\u3058\u307e\u308a--><\/p>\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\" \/><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p><strong>\u8cc7\u91d1\u529b\u306e\u3042\u308b\u4f01\u696d\u304b\u3089\u3059\u308c\u3070\u300c\u6295\u8cc7\u3059\u308c\u3070\u6027\u80fd\u304c\u78ba\u5b9f\u306b\u5411\u4e0a\u3059\u308b\u300d\u3068\u3044\u3046\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3089\u6295\u8cc7\u3092\u60dc\u3057\u3080\u306f\u305a\u304c\u306a\u3044\u3067\u3059\u3088\u306d\u3002<\/strong>\u5b9f\u969b\u306b\u3001\u5de8\u5927\u306a\u30e2\u30c7\u30eb\u306f\u307b\u3068\u3093\u3069\u304cIT\u4f01\u696d\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><!--\u5439\u304d\u51fa\u3057\u7d42\u308f\u308a--><\/p>\n<p>\u4ee5\u4e0b\u306eLLM\u306e\u9032\u5316\u904e\u7a0b\u3092\u898b\u308b\u3068\u308f\u304b\u308b\u3088\u3046\u306b\u3001<strong>Google, Meta, OpenAI, DeepMind\u306a\u3069\u304c\u7af6\u3063\u3066LLM\u3092\u958b\u767a\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/strong><\/p>\n<figure id=\"attachment_5488\" aria-describedby=\"caption-attachment-5488\" style=\"width: 1200px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV.jpeg\"><img decoding=\"async\" class=\"wp-image-5488 size-full\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV.jpeg\" alt=\"\" width=\"1200\" height=\"887\" srcset=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV.jpeg 1200w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV-300x222.jpeg 300w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV-800x591.jpeg 800w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV-770x569.jpeg 770w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV-500x370.jpeg 500w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV-284x210.jpeg 284w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV-761x563.jpeg 761w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV-390x288.jpeg 390w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/a><figcaption id=\"caption-attachment-5488\" class=\"wp-caption-text\">\u5f15\u7528\uff1ahttps:\/\/arxiv.org\/abs\/2304.13712<\/figcaption><\/figure>\n<p>\u3053\u3046\u3044\u3063\u305f\u30b9\u30b1\u30fc\u30eb\u306e\u6cd5\u5247\u3001IT\u4f01\u696d\u306eLLM\u958b\u767a\u6fc0\u5316\u3082\u3001LLM\u304c\u8fd1\u5e74\u5287\u7684\u306b\u9032\u5316\u3057\u305f\u4e00\u56e0\u3067\u3059\u3002<\/p>\n<div>\n<h3>\u5927\u898f\u6a21\u5316\u306e\u30e1\u30ea\u30c3\u30c8\u2461\u5927\u898f\u6a21\u306b\u3059\u308b\u3068\u65b0\u3057\u3044\u80fd\u529b\u3092\u624b\u306b\u5165\u308c\u308b\uff5c\u5275\u767a\u7684\u80fd\u529b<\/h3>\n<\/div>\n<p>\u5c0f\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u3001<b class=\"yellow_mark\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u6027\u80fd\u5411\u4e0a\u3060\u3051\u3067\u306a\u304f\u3001\u7279\u5225\u306a\u80fd\u529b\u3092\u6301\u3061\u307e\u3059\u3002<\/b>\u3053\u306e\u7279\u5225\u306a\u80fd\u529b\u304c<b class=\"yellow_mark\">\u300c\u5275\u767a\u7684\u80fd\u529b\u300d<\/b>\u3068\u547c\u3070\u308c\u3066\u3044\u307e\u3059<sup class=\"modern-footnotes-footnote \" data-mfn=\"10\" data-mfn-post-scope=\"00000000527551730000000055a3b1f0_5201\"><a href=\"javascript:void(0)\"  role=\"button\" aria-pressed=\"false\" aria-describedby=\"mfn-content-00000000527551730000000055a3b1f0_5201-10\">10<\/a><\/sup><span id=\"mfn-content-00000000527551730000000055a3b1f0_5201-10\" role=\"tooltip\" class=\"modern-footnotes-footnote__note\" tabindex=\"0\" data-mfn=\"10\">Wei, Jason, Yi Tay, Rishi Bommasani, Colin Raffel, Barret Zoph, Sebastian Borgeaud, Dani Yogatama et al. &#8220;Emergent abilities of large language models.&#8221; <i>arXiv preprint arXiv:2206.07682<\/i>\u00a0(2022).<\/span>\u3002<\/p>\n<h4>\u5275\u767a\u7684\u80fd\u529b(Emergent abilities)\u3068\u306f<\/h4>\n<p><b class=\"yellow_mark\">\u300c\u5275\u767a\u7684\u80fd\u529b\u300d\u3068\u306f\u3001\u5c0f\u898f\u6a21\u30e2\u30c7\u30eb\u3067\u306f\u898b\u3089\u308c\u306a\u3044\u80fd\u529b\u3067\u3042\u308a\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u7279\u6709\u306e\u80fd\u529b<\/b>\u3067\u3059\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001<strong>\u300c\u5927\u898f\u6a21\u5316\u306b\u4f34\u3063\u3066\u3001\u305d\u308c\u307e\u3067\u3067\u304d\u306a\u304b\u3063\u305f\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3082\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u300d<\/strong>\u3068\u3044\u3046\u3088\u3046\u306a\u73fe\u8c61\u304c\u8d77\u304d\u307e\u3059\u3002<\/p>\n<h4>\u5927\u898f\u6a21\u5316\u306b\u4f34\u3063\u3066\u3001\u65b0\u305f\u306a\u30bf\u30b9\u30af\u3092\u89e3\u304f\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308b<\/h4>\n<p>LLM\u304c\u5927\u898f\u6a21\u306b\u306a\u3063\u3066\u3044\u304f\u904e\u7a0b\u3067\u65b0\u305f\u306a\u80fd\u529b\u304c\u6b21\u3005\u3068\u767a\u898b\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u4f8b\u3048\u3070\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3084\u6570\u5f0f\u306e\u8a08\u7b97\u306a\u3069\u3082\u5275\u767a\u7684\u80fd\u529b\u306b\u3088\u3063\u3066\u7372\u5f97\u3057\u305fLLM\u306e\u80fd\u529b\u3067\u3059\u3002<\/p>\n<p>LLM\u306e\u30b5\u30a4\u30ba\u3068\u65b0\u305f\u306a\u80fd\u529b\u306f\u4ee5\u4e0b\u306e\u69d8\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<figure id=\"attachment_5350\" aria-describedby=\"caption-attachment-5350\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/Screenshot-2023-04-28-at-13.00.22.jpg\"><img decoding=\"async\" class=\"wp-image-5350 size-large\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/Screenshot-2023-04-28-at-13.00.22-800x442.jpg\" alt=\"\" width=\"800\" height=\"442\" srcset=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/Screenshot-2023-04-28-at-13.00.22-800x442.jpg 800w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/Screenshot-2023-04-28-at-13.00.22-300x166.jpg 300w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/Screenshot-2023-04-28-at-13.00.22-770x426.jpg 770w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/Screenshot-2023-04-28-at-13.00.22-500x276.jpg 500w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/Screenshot-2023-04-28-at-13.00.22-284x157.jpg 284w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/Screenshot-2023-04-28-at-13.00.22-761x421.jpg 761w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/Screenshot-2023-04-28-at-13.00.22-390x216.jpg 390w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/Screenshot-2023-04-28-at-13.00.22.jpg 1136w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><figcaption id=\"caption-attachment-5350\" class=\"wp-caption-text\">Source:https:\/\/lifearchitect.ai\/models\/<\/figcaption><\/figure>\n<p>\u3053\u306e\u300c\u5927\u898f\u6a21\u5316\u306b\u4f34\u3063\u3066\u65b0\u3057\u3044\u80fd\u529b\u3092\u3069\u3093\u3069\u3093\u624b\u306b\u5165\u308c\u3066\u3044\u304f\u300d\u3068\u3044\u3046\u5275\u767a\u7684\u80fd\u529b\u304c\u751f\u3093\u3060\u306e\u304c<b class=\"yellow_mark\">\u300c\u8d85\u6c4e\u7528\u7684\u306a\u30e2\u30c7\u30eb\u300d<\/b>\u3067\u3059\u3002<\/p>\n<p><!--\u5439\u304d\u51fa\u3057\u306f\u3058\u307e\u308a--><\/p>\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\" \/><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p>\u8d85\u6c4e\u7528\u7684\u306a\u30e2\u30c7\u30eb\u3068\u306f\u3001\u4e00\u3064\u306e\u30e2\u30c7\u30eb\u3067\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3001\u7ffb\u8a33\u3001\u6587\u7ae0\u4f5c\u6210\u306a\u3069\u69d8\u3005\u306a\u30bf\u30b9\u30af\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u30e2\u30c7\u30eb\u3067\u3059\u3002\u305d\u3046\u3001<b class=\"yellow_mark\">ChatGPT<\/b>\u3067\u3059\u3002ChatGPT\u3084BART\u306e\u3088\u3046\u306a\u8d85\u6c4e\u7528\u7684\u306a\u30e2\u30c7\u30eb\u306f\u3053\u306e\u5275\u767a\u7684\u80fd\u529b\u306e\u6069\u6075\u3092\u5927\u304d\u304f\u53d7\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>LLM\u304c\u958b\u767a\u3055\u308c\u308b\u307e\u3067\u306f\u3001\u4e00\u3064\u306e\u30bf\u30b9\u30af\u306b\u4e00\u3064\u306e\u30e2\u30c7\u30eb\u3001\u3068\u3044\u3046\u306e\u304c\u5f53\u305f\u308a\u524d\u3067\u3057\u305f\u3002\u4f8b\u3048\u3070\u3001\u7ffb\u8a33\u30bf\u30b9\u30af\u306b\u306f\u7ffb\u8a33\u5c02\u7528\u306e\u30e2\u30c7\u30eb\u304c\u4f5c\u3089\u308c\u3066\u3044\u307e\u3057\u305f\u3002\uff08Google\u7ffb\u8a33\u3084DeepL\u3092\u60f3\u50cf\u3057\u3066\u3082\u3089\u3048\u308b\u3068\u308f\u304b\u308a\u3084\u3059\u3044\u3067\u3059\uff09<\/p>\n<p><strong>\u3057\u304b\u3057\u3001ChatGPT\u306f\u7ffb\u8a33\u30fb\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30fb\u60c5\u5831\u691c\u7d22\u306a\u3069\u306e\u8907\u6570\u30bf\u30b9\u30af\u3092\u4e00\u3064\u306e\u30e2\u30c7\u30eb\u3067\u5b9f\u884c\u3067\u304d\u3066\u3044\u307e\u3059\u3088\u306d\u3002<\/strong><\/p>\n<p>\u30a4\u30e1\u30fc\u30b8\u3068\u3057\u3066\u306f\u3001<strong>\u5f93\u6765\u306f\u300cAI\u304c\u7ffb\u8a33\u7528\u306e\u52c9\u5f37\u3092\u3059\u308b\u2192\u7ffb\u8a33\u3059\u308b\u300d\u300c\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u7528\u306e\u52c9\u5f37\u3092\u3059\u308b\u2192\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3059\u308b\u300d\u3068\u3044\u3046\u65b9\u6cd5<\/strong>\u3067\u3057\u305f\u3002<\/p>\n<p>\u305d\u308c\u306b\u5bfe\u3057\u3066<strong>LLM\u306e\u4e8b\u524d\u5b66\u7fd2\u3067\u306f\u300c\u7ffb\u8a33\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u542b\u3080\u5927\u91cf\u306e\u6587\u7ae0\u3092\u8aad\u3093\u3067\u3001\u8a00\u8a9e\u81ea\u4f53\u3092\u7406\u89e3\u3059\u308b\u2192\u7ffb\u8a33\u3082\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3082\u4f55\u3067\u3082\u3067\u304d\u308b\u300d<\/strong>\u3068\u3044\u3046\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002<br \/>\uff08\u5148\u7a0b\u7d39\u4ecb\u3057\u305f\u3088\u3046\u306b\u3001LLM\u306f\u4e8b\u524d\u5b66\u7fd2\u3067\u4f55\u767e\u5104\u8a9e\u3001\u4f55\u5343\u5104\u8a9e\u3068\u3044\u3046\u30c6\u30ad\u30b9\u30c8\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u3063\u3066\u8a00\u8a9e\u81ea\u4f53\u306e\u7406\u89e3\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u307e\u3059\uff09<\/p>\n<div class=\"box26\"><span class=\"box-title\">\u3053\u3053\u307e\u3067\u306e\u307e\u3068\u3081\uff5cLLM\u306e\u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba<\/span><\/p>\n<ul>\n<li>LLM\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u30a6\u30a7\u30d6\u30c7\u30fc\u30bf\uff08Common Crawl, Wikipedia\u306a\u3069\uff09\u3084\u66f8\u7c4d\u30c7\u30fc\u30bf\uff08BookCorpus\u306a\u3069\uff09\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u3002<\/li>\n<li>\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u5e74\u3005\u5de8\u5927\u5316\u3057\u3066\u304a\u308a\u3001\u7279\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u304c1000\u5104\u3092\u8d85\u3048\u308b\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3068\u547c\u3070\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002<\/li>\n<li>LLM\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u80cc\u666f\u306f\u3001\u5927\u898f\u6a21\u306b\u3059\u308c\u3070\u3059\u308b\u307b\u3069\u6027\u80fd\u5411\u4e0a\u3059\u308b\u300c\u30b9\u30b1\u30fc\u30eb\u306e\u6cd5\u5247\u300d\u3068\u5927\u898f\u6a21\u306b\u3059\u308c\u3070\u3059\u308b\u307b\u3069\u65b0\u3057\u3044\u80fd\u529b\u304c\u624b\u306b\u5165\u308b\u300c\u5275\u767a\u7684\u80fd\u529b\u300d\u304c\u3042\u308b\u304b\u3089\u3002<\/li>\n<\/ul>\n<\/div>\n<p><!--\u5439\u304d\u51fa\u3057\u306f\u3058\u307e\u308a--><\/p>\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\" \/><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p>\u3053\u3046\u3044\u3063\u305fLLM\u306e\u6025\u901f\u306a\u9032\u5316\u3092\u30ad\u30e3\u30c3\u30c1\u30a2\u30c3\u30d7\u3059\u308b\u306b\u306f\u3001<strong>\u300cLLM\u306e\u57fa\u790e\u3092\u3042\u308b\u7a0b\u5ea6\u7406\u89e3\u3057\u3066\u3044\u308b\u300d<\/strong>\u3068\u3044\u3046\u72b6\u6cc1\u3092\u76ee\u6307\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u300cLLM\u3092\u3042\u308b\u7a0b\u5ea6\u7406\u89e3\u3059\u308b\u300d\u305f\u3081\u306b\u306f\u3001\u672c\u30b5\u30a4\u30c8\u306e\u3088\u3046\u306a\u5165\u9580\u8a18\u4e8b\u3092\u8aad\u3080\u306e\u306b\u52a0\u3048\u3066\u3001\u66f8\u7c4d\u30921\u22122\u518a\u3060\u3051\u3067\u3082\u8aad\u3080\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002\u304a\u3059\u3059\u3081\u672c\u306b\u95a2\u3057\u3066\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u53b3\u9078\u3057\u3066\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"balloon5\"> <div>\n<a class=\"card-link longcard-link\" href=\"https:\/\/nlpillustration.tech\/?p=4419\" title=\"\u3010\u6700\u77ed\u3067\u5b66\u3076\u3011\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)\u306e\u304a\u3059\u3059\u3081\u672c\u30fb\u30aa\u30f3\u30e9\u30a4\u30f3\u30b3\u30fc\u30b915\u9078\u3002\" rel=\"noopener\">\n<span class=\"longcard-img\"><img src='https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/47c7af17d0d9b5984263b8053d72c80f-3-300x300.jpg' alt='\u3010\u6700\u77ed\u3067\u5b66\u3076\u3011\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)\u306e\u304a\u3059\u3059\u3081\u672c\u30fb\u30aa\u30f3\u30e9\u30a4\u30f3\u30b3\u30fc\u30b915\u9078\u3002'\/><\/span>\n<span class=\"blogcard-content blogcard-text\">\n<span class=\"blogcard-title\">\u3010\u6700\u77ed\u3067\u5b66\u3076\u3011\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)\u306e\u304a\u3059\u3059\u3081\u672c\u30fb\u30aa\u30f3\u30e9\u30a4\u30f3\u30b3\u30fc\u30b915\u9078\u3002 <\/span>\n<span class=\"blog-card-excerpt-long\"><\/span>\n<\/span><\/a><\/div><\/div>\n<p><!--\u5439\u304d\u51fa\u3057\u7d42\u308f\u308a--><\/p>\n\n\n<h2 class=\"wp-block-heading\">\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u4ed5\u7d44\u307f\u306f\uff1f\uff5c\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u7279\u5fb4\u3068\u5171\u901a\u70b9\u3002<\/h2>\n\n\n\n<p>\u3053\u3053\u307e\u3067\u306f\u3001LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306e\u300cL\uff08\u5927\u898f\u6a21\uff09\u300d\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><b class=\"yellow_mark\"><strong>\u3053\u3053\u304b\u3089\u306fLLM\u306e\u300cLM\uff08\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u300d\u306e\u4ed5\u7d44\u307f\u3068\u958b\u767a\u306e\u80cc\u666f\u3092\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/strong><\/b>\u307e\u305a\u306fLLM\u306e\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p><strong>LLM\u306e\u4ed5\u7d44\u307f\u306f\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u5171\u901a\u3059\u308b\u306e\u306f<a href=\"https:\/\/nlpillustration.tech\/?p=2171\" target=\"_blank\" rel=\"noopener\">Transformer<\/a>\u3092\u30d9\u30fc\u30b9\u3068\u3057\u305f\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/strong><\/p>\n<p>\u5b9f\u969b\u306b\u3001GPT\u306f\u300cGenerative Pre-trained <strong>Transformer<\/strong>\u300d\u306e\u7565\u3067\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f\u305d\u308c\u305e\u308c\u306e\u30e2\u30c7\u30eb\u306e\u8a73\u7d30\u306a\u4ed5\u7d44\u307f\u306b\u306f\u8e0f\u307f\u8fbc\u307e\u305a\u3001\u305d\u308c\u305e\u308c\u306e\u30e2\u30c7\u30eb\u306b\u5171\u901a\u3059\u308b\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<p><!--\u5439\u304d\u51fa\u3057\u306f\u3058\u307e\u308a--><\/p>\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\"><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p>LLM\u306b\u4f7f\u308f\u308c\u3066\u3044\u308b\u6280\u8853\u3001\u3069\u3046\u3084\u3063\u3066\u4f5c\u3089\u308c\u3066\u3044\u308b\u304b\u306f\u3053\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n <div>\n<a class=\"card-link longcard-link\" href=\"https:\/\/nlpillustration.tech\/?p=5807\" title=\"\u3010\u56f3\u89e3\u3011\u4e00\u6483\u3067\u308f\u304b\u308bLLM\u306e\u6280\u8853\u3002\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u304b\u3089\u30c7\u30fc\u30bf\u53ce\u96c6\u307e\u3067\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3002\" rel=\"noopener\">\n<span class=\"longcard-img\"><img src='https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/09\/LLM_Architecture_header-1-300x300.jpg' alt='\u3010\u56f3\u89e3\u3011\u4e00\u6483\u3067\u308f\u304b\u308bLLM\u306e\u6280\u8853\u3002\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u304b\u3089\u30c7\u30fc\u30bf\u53ce\u96c6\u307e\u3067\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3002'\/><\/span>\n<span class=\"blogcard-content blogcard-text\">\n<span class=\"blogcard-title\">\u3010\u56f3\u89e3\u3011\u4e00\u6483\u3067\u308f\u304b\u308bLLM\u306e\u6280\u8853\u3002\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u304b\u3089\u30c7\u30fc\u30bf\u53ce\u96c6\u307e\u3067\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3002 <\/span>\n<span class=\"blog-card-excerpt-long\"><\/span>\n<\/span><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<!--\u5439\u304d\u51fa\u3057\u7d42\u308f\u308a-->\n<h3>LLM\u306b\u5171\u901a\u3059\u308b\u4ed5\u7d44\u307f\u3001Transformer\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u306f<\/h3>\n<p>\u524d\u8ff0\u306e\u901a\u308a\u3001LLM\u306b\u5171\u901a\u3059\u308b\u4ed5\u7d44\u307f\u306f<strong>Transformer\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong>\u3067\u3059\u3002<\/p>\n<p>\u3053\u306eTransformer\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304cLLM\u306b\u63a1\u7528\u3055\u308c\u3066\u3044\u308b\u7406\u7531\u306f\u3001\u5927\u304d\u304f2\u3064\u306e\u7406\u7531\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u4e26\u5217\u51e6\u7406\u304c\u53ef\u80fd\u3002<\/strong><br>\u2192GPU\u306e\u4e26\u5217\u8a08\u7b97\u80fd\u529b\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u9ad8\u901f\u306a\u51e6\u7406\u304c\u53ef\u80fd\u306b\u3002<\/li>\n<li><strong>\u4e8b\u524d\u5b66\u7fd2(Pre-training)\u3068\u5fae\u8abf\u6574(Fine-tuning)\u304c\u53ef\u80fd\u3002<\/strong><br>\u2192\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\uff08\u4f8b\u3048\u3070\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u6587\u7ae0\uff09\u304b\u3089\u5171\u901a\u306e\u8a00\u8a9e\u7406\u89e3\u80fd\u529b\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u3002<\/li>\n<\/ul>\n<h4>\u4e26\u5217\u51e6\u7406<\/h4>\n<p>\u4e26\u5217\u51e6\u7406\u3068\u306f\u3001\u8907\u6570\u306e\u8a08\u7b97\u3092\u540c\u6642\u306b\u884c\u3046\u3053\u3068\u3067\u3059\u3002Transformer\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u306f\u3001\u30b7\u30fc\u30b1\u30f3\u30b9\u5185\u306e\u5168\u3066\u306e\u8981\u7d20\u3092\u4e00\u5ea6\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001<b class=\"yellow_mark\">GPU\u306a\u3069\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u4e26\u5217\u8a08\u7b97\u80fd\u529b\u3092\u5229\u7528\u3057\u3066\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u9ad8\u901f\u306a\u51e6\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/b><\/p>\n<p><a href=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer3.png\"><img decoding=\"async\" class=\"aligncenter wp-image-4225 size-full\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer3.png\" alt=\"\" width=\"1127\" height=\"1127\" srcset=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer3.png 1127w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer3-300x300.png 300w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer3-1024x1024.png 1024w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer3-100x100.png 100w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer3-770x770.png 770w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer3-500x500.png 500w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer3-293x293.png 293w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer3-284x284.png 284w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer3-381x381.png 381w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer3-576x576.png 576w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer3-891x891.png 891w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer3-761x761.png 761w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer3-390x390.png 390w\" sizes=\"(max-width: 1127px) 100vw, 1127px\" \/><\/a><\/p>\n <div>\n<a class=\"card-link longcard-link\" href=\"https:\/\/nlpillustration.tech\/?p=2171\" title=\"\u3010\u56f3\u89e3\u3011\u8ab0\u3067\u3082\u308f\u304b\u308bTransformer\u5165\u9580\uff01\u51c4\u3055\u30fb\u4ed5\u7d44\u307f\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\" rel=\"noopener\">\n<span class=\"longcard-img\"><img src='https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer1-300x300.jpg' alt='\u3010\u56f3\u89e3\u3011\u8ab0\u3067\u3082\u308f\u304b\u308bTransformer\u5165\u9580\uff01\u51c4\u3055\u30fb\u4ed5\u7d44\u307f\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac'\/><\/span>\n<span class=\"blogcard-content blogcard-text\">\n<span class=\"blogcard-title\">\u3010\u56f3\u89e3\u3011\u8ab0\u3067\u3082\u308f\u304b\u308bTransformer\u5165\u9580\uff01\u51c4\u3055\u30fb\u4ed5\u7d44\u307f\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac <\/span>\n<span class=\"blog-card-excerpt-long\"><\/span>\n<\/span><\/a><\/div>\n<h4>\u4e8b\u524d\u5b66\u7fd2(Pre-training)\u3068\u5fae\u8abf\u6574(Fine-tuning)<\/h4>\n<p>\u4e8b\u524d\u5b66\u7fd2\u3068\u306f\u3001<strong>\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304b\u3089\u8a00\u8a9e\u305d\u306e\u3082\u306e\u3092\u5b66\u7fd2\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<\/strong>\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3067BERT\u3067\u306f33\u5104\u8a9e\u3001GPT-3\u3067\u306f3000\u5104\u8a9e\u5b66\u7fd2\u3057\u3066\u3044\u308b\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u5fae\u8abf\u6574\u306f\u3001<strong>\u4e8b\u524d\u5b66\u7fd2\u306e\u5f8c\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\uff08\u4f8b\u3048\u3070\u8cea\u554f\u5fdc\u7b54\u3084\u611f\u60c5\u5206\u6790\uff09\u306b\u5bfe\u3057\u3066\u30e2\u30c7\u30eb\u3092\u6700\u9069\u5316\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<\/strong>\u4e8b\u524d\u5b66\u7fd2\u3067\u5f97\u305f\u77e5\u8b58\u3092\u5229\u7528\u3057\u3066\u3001\u5fae\u8abf\u6574\u3067\u306f\u3088\u308a\u5c11\u306a\u3044\u30c7\u30fc\u30bf\u3067\u3082\u9ad8\u3044\u6027\u80fd\u3092\u9054\u6210\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><!--\u5439\u304d\u51fa\u3057\u306f\u3058\u307e\u308a--><\/p>\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\"><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p><strong>\u3053\u306e\u4e8b\u524d\u5b66\u7fd2\u3068\u5fae\u8abf\u6574\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u4eba\u9593\u306e\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u3068\u4f3c\u3066\u3044\u307e\u3059\u3002<\/strong>\u4eba\u9593\u3082\u3001\u9ad8\u6821\u307e\u3067\u8272\u3005\u306a\u6559\u79d1\u66f8\u3084\u672c\u3092\u5b66\u3073\u3001\u5927\u5b66\u304b\u3089\u306f\u5c02\u9580\u7684\u306a\u5185\u5bb9\u3092\u5b66\u3073\u307e\u3059\u3088\u306d\u3002\u305d\u308c\u306b\u3088\u3063\u3066\u4ed5\u4e8b\u3067\u5c02\u9580\u7684\u306a\u30bf\u30b9\u30af\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u308f\u3051\u3067\u3059\u3002<\/p>\n<p>\u8a00\u8a9e\u30e2\u30c7\u30eb\u3082\u305d\u308c\u3068\u540c\u3058\u3067\u3001\u4e8b\u524d\u306b\u5927\u91cf\u306e\u6587\u7ae0\u3092\u5b66\u3093\u3067\u3001\u30bf\u30b9\u30af\u3054\u3068\u306b\u30e2\u30c7\u30eb\u3092\u5fae\u8abf\u6574\u3059\u308b\u3068\u3044\u3046\u30d7\u30ed\u30bb\u30b9\u3092\u8e0f\u307f\u307e\u3059\u3002\u4e8b\u524d\u5b66\u7fd2\u306f\u9ad8\u6821\u307e\u3067\u306e\u52c9\u5f37\u3001\u5fae\u8abf\u6574\u306f\u5927\u5b66\u306e\u52c9\u5f37\u3068\u8003\u3048\u308b\u3068\u308f\u304b\u308a\u3084\u3059\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3069\u306e\u3088\u3046\u306b\u767a\u5c55\u3057\u3066\u304d\u305f\u306e\u304b\uff1f\uff5cLLM\u307e\u3067\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6b74\u53f2\u3002<\/h2>\n\n\n\n<p>\u3053\u3053\u307e\u3067\u306f\u3001LLM\u306e\u6982\u8981\u3068\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u66f4\u306bLLM\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u306f\u3001BERT\u3084GPT\u3068\u3044\u3063\u305fLLM\u306e\u30e2\u30c7\u30eb\u3092\u7406\u89e3\u3059\u308b\u306e\u306f\u3082\u3061\u308d\u3093\u3001\u305d\u308c\u3089\u306e\u80cc\u666f\u3092\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><!--\u5439\u304d\u51fa\u3057\u306f\u3058\u307e\u308a--><\/p>\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\"><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p><b class=\"yellow_mark\">\u3053\u3053\u304b\u3089\u306f\u3001LLM\u306e\u958b\u767a\u306e\u80cc\u666f\u3001\u6b74\u53f2\u3092\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/b>\u3053\u308c\u306fLLM\u306e\u5168\u4f53\u611f\u306e\u6574\u7406\u306b\u3082\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u304b\u3089LLM\u3092\u5b66\u3076\u4eba\u306b\u3082\u3001LLM\u3092\u77e5\u3063\u3066\u3044\u308b\u304c\u60c5\u5831\u3092\u6574\u7406\u3057\u305f\u3044\u4eba\u3082\u5fc5\u8aad\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u6b74\u53f2\u3092\u3056\u3063\u304f\u308a\u89e3\u8aac<\/h3>\n<p>\u5927\u304d\u304f\u5206\u3051\u3066\u3001\u3053\u308c\u307e\u3067\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u6b74\u53f2\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b3\u3064\u306e\u6642\u4ee3\u306b\u5206\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n<p><strong>1950\u5e74\u301c2000\u5e74\uff5c\u8a00\u8a9e\u5b66\u7684\u30fb\u7d71\u8a08\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\uff08\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u3092\u4f7f\u308f\u306a\u3044\u6642\u4ee3\uff09<\/strong><\/p>\n<p><strong>2001\u5e74\u301c2017\u5e74\uff5c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3088\u308b\u30a2\u30d7\u30ed\u30fc\u30c1<\/strong><\/p>\n<p><strong>2018\u5e74\u301c\u3000\u73fe\u5728 \uff5c\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u30fbTransformer\u30e2\u30c7\u30eb\u306b\u3088\u308b\u30a2\u30d7\u30ed\u30fc\u30c1<\/strong><\/p>\n<h2>\u8a00\u8a9e\u5b66\u7684\u30fb\u7d71\u8a08\u7684\u30a2\u30d7\u30ed\u30fc\u30c1(1950\u5e74\u301c2000\u5e74\uff09<\/h2>\n<p><strong>\u8a00\u8a9e\u5b66\u7684\u30fb\u7d71\u8a08\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\uff081950\u5e74\u301c2000\u5e74\uff09\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3068\u6a5f\u68b0\u7ffb\u8a33\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u521d\u671f\u306e\u7814\u7a76\u624b\u6cd5\u3067\u3059\u3002<\/strong>\u3053\u306e\u6642\u4ee3\u306f\u3001\u73fe\u5728\u306e\u6df1\u5c64\u5b66\u7fd2\u3084\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u767b\u5834\u3059\u308b\u524d\u306e\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u79d1\u5b66\u3068\u8a00\u8a9e\u5b66\u304c\u4ea4\u5dee\u3059\u308b\u6642\u671f\u3067\u3057\u305f\u3002\u4ee5\u4e0b\u306f\u3001\u3053\u306e\u6642\u4ee3\u306e\u4e3b\u8981\u306a\u51fa\u6765\u4e8b\u3084\u624b\u6cd5\u306b\u3064\u3044\u3066\u306e\u6982\u8981\u3067\u3059\u3002<\/p>\n<p><b class=\"yellow_mark\">\u3053\u306e\u6642\u4ee3\uff081950\u5e74\u301c2000\u5e74\uff09\u306b\u751f\u307e\u308c\u305f\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u6280\u8853\u3068\u6982\u5ff5\u304c\u3001\u73fe\u5728\u3067\u3082\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3068LLM\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u307e\u3059\u3002<\/b><\/p>\n<p>\u4ee5\u4e0b\u306b\u3053\u306e\u6642\u4ee3\u306b\u304a\u3051\u308bNLP\u306e\u91cd\u8981\u4eba\u7269\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<p><!--\u5439\u304d\u51fa\u3057\u306f\u3058\u307e\u308a--><\/p>\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\"><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p>\u3053\u306e\u6642\u4ee3\u306f\u6280\u8853\u540d\u3067\u30ea\u30b9\u30c8\u30a2\u30c3\u30d7\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u91cd\u8981\u4eba\u7269\u3067\u30ea\u30b9\u30c8\u30a2\u30c3\u30d7\u3057\u3066\u3044\u307e\u3059\u3002\u306a\u305c\u306a\u3089\u3001\u3053\u306e\u6642\u4ee3\u306b\u751f\u307e\u308c\u305f\u306e\u306f\u6280\u8853\u3060\u3051\u3067\u306a\u304f\u3001<strong>\u6982\u5ff5\u7684\u306b\u4eca\u306eNLP\u3092\u652f\u3048\u3066\u3044\u308b\u3082\u306e\u304c\u591a\u3044\u304b\u3089<\/strong>\u3067\u3059\u3002\u73fe\u5728\u306b\u3082\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u305f\u91cd\u8981\u4eba\u7269\u3092\u6291\u3048\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u52b9\u7387\u7684\u306b\u7406\u89e3\u3067\u304d\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><!--\u5439\u304d\u51fa\u3057\u7d42\u308f\u308a--><\/p>\n<h4>Noam Chomsky<\/h4>\n<figure style=\"width: 220px\" class=\"wp-caption alignnone\"><img decoding=\"async\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/thumb\/c\/cf\/Noam_Chomsky_portrait_2017_retouched.png\/220px-Noam_Chomsky_portrait_2017_retouched.png\" alt=\"A photograph of Noam Chomsky\" width=\"220\" height=\"274\"><figcaption class=\"wp-caption-text\">Chomsky in 2017<\/figcaption><\/figure>\n<p><strong>\u69cb\u6587\u7406\u8ad6\u3068\u751f\u6210\u6587\u6cd5\u306e\u7236\u3002<\/strong>1957\u5e74\u306b\u51fa\u7248\u3055\u308c\u305f\u5f7c\u306e\u8457\u66f8\u300c<a href=\"https:\/\/amzn.to\/44brLLn\" target=\"_blank\" rel=\"noopener\">Syntactic Structures<\/a>\u300d\u306f\u3001\u69cb\u6587\u89e3\u6790\u306e\u7814\u7a76\u306e\u57fa\u790e\u3092\u7bc9\u304d\u3001NLP\u5206\u91ce\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3057\u305f\u3002\u3053\u306e\u8457\u66f8<strong>\u306f\u5f62\u614b\u7d20\u89e3\u6790\u6280\u8853\u306e\u57fa\u790e\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/strong><\/p>\n<h4>Zellig Harris<\/h4>\n<p><strong>\u5206\u5e03\u4eee\u8aac\u3092\u63d0\u6848\u3057\u305f1954\u5e74\u306e\u8ad6\u6587\u300c<a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-94-009-8467-7_1\" target=\"_blank\" rel=\"noopener\">Distributional Structure<\/a>\u300d\u3067\u77e5\u3089\u308c\u307e\u3059\u3002<\/strong>\u3053\u306e\u4eee\u8aac\u306f\u3001\u5358\u8a9e\u306e\u610f\u5473\u306f\u305d\u306e\u5468\u56f2\u306e\u6587\u8108\u306b\u3088\u3063\u3066\u6c7a\u307e\u308b\u3068\u3044\u3046\u8003\u3048\u65b9\u3067\u3042\u308a\u3001\u73fe\u4ee3\u306e\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u6280\u8853\u3084\u5206\u5e03\u8868\u73fe\u306e\u57fa\u790e\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h4>Claude Shannon<\/h4>\n<p><strong>\u60c5\u5831\u7406\u8ad6\u306e\u5275\u8a2d\u8005\u3002<\/strong>1948\u5e74\u306e\u8ad6\u6587\u300c<a href=\"https:\/\/ieeexplore.ieee.org\/abstract\/document\/6773024?casa_token=_XbB2W3IaN0AAAAA:8QTM0G-Hqsg-yfaZyCmHmWcCaxz3l7DIb1988mV-Icdw1uiG8Lx3VOMFR14W2-unRZB0dW9kDRSM\" target=\"_blank\" rel=\"noopener\">A Mathematical Theory of Communication<\/a>\u300d\u3067\u521d\u3081\u3066N-\u30b0\u30e9\u30e0\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u8a00\u53ca\u3057\u307e\u3057\u305f\u3002\u5f7c\u306e\u696d\u7e3e\u306f\u3001NLP\u306e\u7d71\u8a08\u7684\u624b\u6cd5\u306e\u57fa\u76e4\u3092\u7bc9\u3044\u305f\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4ed6\u306b\u3082\u3001\u5358\u8a9e\u306e\u610f\u5473\u306f\u4f7f\u7528\u6cd5\u306b\u3088\u3063\u3066\u6c7a\u307e\u308b\u3068\u3044\u3046\u8003\u3048\u65b9\u3092\u63d0\u6848\u3057\u305fJ.R. Firth\u3001\u69cb\u6587\u89e3\u6790\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u4e00\u3064\u3067\u3042\u308bLR\u6cd5\u30921973\u5e74\u306b\u63d0\u6848\u3057\u305fDonald E. Knuth\u3001\u69cb\u6587\u89e3\u6790\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u4e00\u3064\u3067\u3042\u308bEarley\u6cd5\u30921978\u5e74\u306b\u63d0\u6848\u3057\u305fJay Earley\u3068\u3044\u3063\u305f\u65b9\u3005\u3082\u91cd\u8981\u306a\u4eba\u7269\u3067\u3059\u3002<\/p>\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\"><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p>\u6b63\u76f4\u3001\u3053\u306e50\u5e74\u9593\u306e\u7814\u7a76\u3092\u3072\u3068\u307e\u3068\u3081\u306b\u3059\u308b\u3068\u6012\u3089\u308c\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u305f\u3060\u4eca\u4e3b\u6d41\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u3092\u4f7f\u3063\u305f\u624b\u6cd5\u3068\u306f\u5927\u304d\u304f\u7570\u308b\u306e\u3067\u3001\u3053\u3053\u3067\u306f\u3072\u3068\u307e\u3068\u3081\u306b\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002\u3053\u306e\u6642\u4ee3\u306e\u6b74\u53f2\u3092\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u65b9\u306f<a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-981-15-9712-1_31\" target=\"_blank\" rel=\"noopener\">\u3053\u306e\u8ad6\u6587\uff08\u82f1\u8a9e\uff09<\/a>\u306a\u3069\u3092\u8aad\u3093\u3067\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3088\u308b\u30a2\u30d7\u30ed\u30fc\u30c1(2001\u5e74\u301c2017\u5e74)<\/h2>\n<p><strong>2001\u5e74\u304b\u3089\u306f<b class=\"yellow_mark\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u3092\u4f7f\u3063\u305fNLP\u30e2\u30c7\u30eb<\/b>\u304c\u7814\u7a76\u3055\u308c\u59cb\u3081\u307e\u3057\u305f\u3002<\/strong>\u7279\u306b2013\u5e74\u3054\u308d\u304b\u3089<strong>RNN<\/strong>\u3084<strong>LSTM<\/strong>\u3068\u3044\u3063\u305f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u624b\u6cd5\u304c\u958b\u767a\u3055\u308c\u3001\u65b0\u3057\u3044\u4e3b\u6d41\u306a\u624b\u6cd5\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><a href=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/01\/9123b949ad27df3edb89826a16ea6e6d-2.jpg\"><img decoding=\"async\" class=\"aligncenter  wp-image-5480\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/01\/9123b949ad27df3edb89826a16ea6e6d-2.jpg\" alt=\"\" width=\"649\" height=\"1235\" srcset=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/01\/9123b949ad27df3edb89826a16ea6e6d-2.jpg 1051w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/01\/9123b949ad27df3edb89826a16ea6e6d-2-158x300.jpg 158w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/01\/9123b949ad27df3edb89826a16ea6e6d-2-420x800.jpg 420w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/01\/9123b949ad27df3edb89826a16ea6e6d-2-770x1465.jpg 770w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/01\/9123b949ad27df3edb89826a16ea6e6d-2-807x1536.jpg 807w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/01\/9123b949ad27df3edb89826a16ea6e6d-2-500x951.jpg 500w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/01\/9123b949ad27df3edb89826a16ea6e6d-2-284x540.jpg 284w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/01\/9123b949ad27df3edb89826a16ea6e6d-2-761x1448.jpg 761w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/01\/9123b949ad27df3edb89826a16ea6e6d-2-390x742.jpg 390w\" sizes=\"(max-width: 649px) 100vw, 649px\" \/><\/a><\/p>\n<h3>\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u30fbWord2Vec<\/h3>\n<p>\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u306f\u5358\u8a9e\u3092\u6570\u5024\u306e\u30d9\u30af\u30c8\u30eb\u3067\u8868\u73fe\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002Word2Vec\u306f\u305d\u306e\u4e00\u3064\u3067\u3001\u5468\u56f2\u306e\u5358\u8a9e\u306e\u6587\u8108\u3092\u57fa\u306b\u5358\u8a9e\u306e\u30d9\u30af\u30c8\u30eb\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002<\/p>\n<h3>RNN&nbsp;<\/h3>\n<p>RNN\u306f\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u51e6\u7406\u306b\u9069\u3057\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u3001\u904e\u53bb\u306e\u60c5\u5831\u3092\u4fdd\u6301\u3057\u3001\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u4f1d\u9054\u3059\u308b\u80fd\u529b\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n <div>\n<a class=\"card-link longcard-link\" href=\"https:\/\/nlpillustration.tech\/?p=482\" title=\"\u3010\u56f3\u89e3\u3011\u4e00\u6483\u3067\u308f\u304b\u308bRNNLM\u3002\u308f\u304b\u308a\u3084\u3059\u304f\u3001\u305d\u3057\u3066\u6df1\u304f\u89e3\u8aac\uff5c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)\" rel=\"noopener\">\n<span class=\"longcard-img\"><img src='https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/05\/\u30ad\u30e3\u30d5\u309a\u30c1\u30e3\u753b\u50cf-\u306e\u30b3\u30d2\u309a\u30fc-1-300x248.png' alt='\u3010\u56f3\u89e3\u3011\u4e00\u6483\u3067\u308f\u304b\u308bRNNLM\u3002\u308f\u304b\u308a\u3084\u3059\u304f\u3001\u305d\u3057\u3066\u6df1\u304f\u89e3\u8aac\uff5c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)'\/><\/span>\n<span class=\"blogcard-content blogcard-text\">\n<span class=\"blogcard-title\">\u3010\u56f3\u89e3\u3011\u4e00\u6483\u3067\u308f\u304b\u308bRNNLM\u3002\u308f\u304b\u308a\u3084\u3059\u304f\u3001\u305d\u3057\u3066\u6df1\u304f\u89e3\u8aac\uff5c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP) <\/span>\n<span class=\"blog-card-excerpt-long\"><\/span>\n<\/span><\/a><\/div>\n<h3>LSTM<\/h3>\n<p>LSTM\u306fRNN\u306e\u4e00\u7a2e\u3067\u3001\u9577\u3044\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u60c5\u5831\u306e\u55aa\u5931\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u9577\u671f\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u5b66\u7fd2\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>sequence-to-sequence(seq2seq)<\/h3>\n<p>seq2seq\u306f\u4e00\u3064\u306e\u30b7\u30fc\u30b1\u30f3\u30b9\uff08\u4f8b\u3048\u3070\u3001\u82f1\u8a9e\u306e\u6587\uff09\u3092\u5225\u306e\u30b7\u30fc\u30b1\u30f3\u30b9\uff08\u4f8b\u3048\u3070\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u306e\u6587\uff09\u306b\u5909\u63db\u3059\u308b\u30e2\u30c7\u30eb\u3067\u3059\u3002\u4e3b\u306b\u3001\u6a5f\u68b0\u7ffb\u8a33\u306a\u3069\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<h3>Attention\uff5cTransformer\u306e\u571f\u53f0\u3068\u306a\u308b\u6280\u8853<\/h3>\n<p>Attention\u30e1\u30ab\u30cb\u30ba\u30e0\u306f\u3001\u7279\u5b9a\u306e\u60c5\u5831\u306b\u91cd\u70b9\u3092\u7f6e\u304f\u3053\u3068\u3067\u3001\u30b7\u30fc\u30b1\u30f3\u30b9\u306e\u5404\u90e8\u5206\u3092\u3088\u308a\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u6a5f\u80fd\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u91cd\u8981\u306a\u60c5\u5831\u306b\u300c\u6ce8\u610f(Attention)\u300d\u3092\u96c6\u4e2d\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n <div>\n<a class=\"card-link longcard-link\" href=\"https:\/\/nlpillustration.tech\/?p=185\" title=\"\u3010\u56f3\u89e3\u3011Attention\u3068\u306f\uff1f\u308f\u304b\u308a\u3084\u3059\u304f\u3001\u305d\u3057\u3066\u6df1\u304f\u89e3\u8aac\uff5c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)\" rel=\"noopener\">\n<span class=\"longcard-img\"><img src='https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/05\/\u30ad\u30e3\u30d5\u309a\u30c1\u30e3\u753b\u50cf-1-300x245.png' alt='\u3010\u56f3\u89e3\u3011Attention\u3068\u306f\uff1f\u308f\u304b\u308a\u3084\u3059\u304f\u3001\u305d\u3057\u3066\u6df1\u304f\u89e3\u8aac\uff5c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)'\/><\/span>\n<span class=\"blogcard-content blogcard-text\">\n<span class=\"blogcard-title\">\u3010\u56f3\u89e3\u3011Attention\u3068\u306f\uff1f\u308f\u304b\u308a\u3084\u3059\u304f\u3001\u305d\u3057\u3066\u6df1\u304f\u89e3\u8aac\uff5c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP) <\/span>\n<span class=\"blog-card-excerpt-long\"><\/span>\n<\/span><\/a><\/div>\n<h3>Transformer\uff5cLLM\u306e\u571f\u53f0\u3068\u306a\u308b\u6280\u8853<\/h3>\n<p>Transformer\u306fAttention\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u57fa\u306b\u3057\u305f\u30e2\u30c7\u30eb\u3067\u3001\u30b7\u30fc\u30b1\u30f3\u30b9\u5185\u306e\u5168\u3066\u306e\u8981\u7d20\u9593\u306e\u95a2\u4fc2\u3092\u540c\u6642\u306b\u8003\u616e\u3057\u307e\u3059\u3002\u6a5f\u68b0\u7ffb\u8a33\u3084\u6587\u7ae0\u751f\u6210\u306a\u3069\u306e\u30bf\u30b9\u30af\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001Google\u306eBERT\u3084OpenAI\u306eGPT\u306a\u3069\u3001\u73fe\u4ee3\u306e\u591a\u304f\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u57fa\u76e4\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n <div>\n<a class=\"card-link longcard-link\" href=\"https:\/\/nlpillustration.tech\/?p=2171\" title=\"\u3010\u56f3\u89e3\u3011\u8ab0\u3067\u3082\u308f\u304b\u308bTransformer\u5165\u9580\uff01\u51c4\u3055\u30fb\u4ed5\u7d44\u307f\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\" rel=\"noopener\">\n<span class=\"longcard-img\"><img src='https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer1-300x300.jpg' alt='\u3010\u56f3\u89e3\u3011\u8ab0\u3067\u3082\u308f\u304b\u308bTransformer\u5165\u9580\uff01\u51c4\u3055\u30fb\u4ed5\u7d44\u307f\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac'\/><\/span>\n<span class=\"blogcard-content blogcard-text\">\n<span class=\"blogcard-title\">\u3010\u56f3\u89e3\u3011\u8ab0\u3067\u3082\u308f\u304b\u308bTransformer\u5165\u9580\uff01\u51c4\u3055\u30fb\u4ed5\u7d44\u307f\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac <\/span>\n<span class=\"blog-card-excerpt-long\"><\/span>\n<\/span><\/a><\/div>\n<p>\u3053\u306e\u6642\u4ee3\u3001\u6a5f\u68b0\u5b66\u7fd2\u30fb\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u306b\u3088\u308bNLP\u30e2\u30c7\u30eb\u306e\u3088\u308a\u8a73\u7d30\u306a\u6b74\u53f2\u306f\u3001\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u3088\u308a\u8a73\u7d30\u306b\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n <div>\n<a class=\"card-link longcard-link\" href=\"https:\/\/nlpillustration.tech\/?p=2408\" title=\"\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)\u306e\u6b74\u53f2\u307e\u3068\u3081\uff5c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d9\u30fc\u30b9\u306eNLP\" rel=\"noopener\">\n<span class=\"longcard-img\"><img src='https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/01\/dd60f9245e7d310ef333b8985d86f73b-1-300x300.jpg' alt='\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)\u306e\u6b74\u53f2\u307e\u3068\u3081\uff5c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d9\u30fc\u30b9\u306eNLP'\/><\/span>\n<span class=\"blogcard-content blogcard-text\">\n<span class=\"blogcard-title\">\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)\u306e\u6b74\u53f2\u307e\u3068\u3081\uff5c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d9\u30fc\u30b9\u306eNLP <\/span>\n<span class=\"blog-card-excerpt-long\"><\/span>\n<\/span><\/a><\/div>\n<h2>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u30fbTransformer\u30e2\u30c7\u30eb\u306b\u3088\u308b\u30a2\u30d7\u30ed\u30fc\u30c1(2018\u5e74\u301c\u73fe\u5728\uff09<\/h2>\n<figure id=\"attachment_4223\" aria-describedby=\"caption-attachment-4223\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer2.jpg\"><img decoding=\"async\" class=\"wp-image-4223 size-large\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer2-1024x1024.jpg\" alt=\"\" width=\"800\" height=\"800\" srcset=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer2-1024x1024.jpg 1024w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer2-300x300.jpg 300w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer2-100x100.jpg 100w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer2-770x770.jpg 770w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer2-500x500.jpg 500w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer2-293x293.jpg 293w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer2-284x284.jpg 284w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer2-381x381.jpg 381w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer2-576x576.jpg 576w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer2-891x891.jpg 891w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer2-761x761.jpg 761w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer2-390x390.jpg 390w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2022\/09\/Transformer2.jpg 1200w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><figcaption id=\"caption-attachment-4223\" class=\"wp-caption-text\">Source: https:\/\/factored.ai\/transformer-based-language-models\/<\/figcaption><\/figure>\n<p>\u4e0a\u306e\u56f3\u304c\u91cd\u8981\u306aTransformer\u30e2\u30c7\u30eb\u3092\u307e\u3068\u3081\u305f\u3082\u306e\u3067\u3059\u3002\u3088\u308a\u8a73\u7d30\u306b\u306f\u3001Transformer\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u306f\u975e\u5e38\u306b\u591a\u304f\u306e\u30e2\u30c7\u30eb\u304c\u958b\u767a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3088\u308a\u8a73\u7d30\u306b\u898b\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<figure id=\"attachment_5488\" aria-describedby=\"caption-attachment-5488\" style=\"width: 1200px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV.jpeg\"><img decoding=\"async\" class=\"wp-image-5488 size-full\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV.jpeg\" alt=\"\" width=\"1200\" height=\"887\" srcset=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV.jpeg 1200w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV-300x222.jpeg 300w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV-800x591.jpeg 800w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV-770x569.jpeg 770w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV-500x370.jpeg 500w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV-284x210.jpeg 284w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV-761x563.jpeg 761w, https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/04\/FurxH4YWIAAIyZV-390x288.jpeg 390w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/a><figcaption id=\"caption-attachment-5488\" class=\"wp-caption-text\">\u5f15\u7528\uff1ahttps:\/\/arxiv.org\/abs\/2304.13712<\/figcaption><\/figure>\n<p><strong>\u4e0a\u8a18\u306e\u3088\u3046\u306b\u3001Transformer\u3092\u30d9\u30fc\u30b9\u3068\u3057\u305f\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u6025\u901f\u306b\u958b\u767a\u30fb\u767a\u5c55\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/strong><\/p>\n<p><!--\u5439\u304d\u51fa\u3057\u306f\u3058\u307e\u308a--><\/p>\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\"><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p>\u7279\u306b\u6709\u540d\u306a\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\u306fGPT\u30b7\u30ea\u30fc\u30ba\u3068BERT\u30b7\u30ea\u30fc\u30ba\u3067\u3059\u3002LLM\u3092\u5b66\u3076\u306a\u3089\u307e\u305aGPT\u3068BERT\u3092\u5b66\u3076\u306e\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3>GPT\u30b7\u30ea\u30fc\u30ba\uff08GPT-1, GPT-2, GPT-3, GPT-4)<\/h3>\n<p>GPT(Generative Pretrained Transformer)\u306f\u3001OpenAI\u306b\u3088\u308a\u958b\u767a\u3055\u308c\u305f\u5927\u898f\u6a21\u306a\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30d9\u30fc\u30b9\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u30b7\u30ea\u30fc\u30ba\u3067\u3059\u3002<\/p>\n<p>GPT-1\u304b\u3089GPT-4\u307e\u3067\u306e\u5404\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3084\u8a13\u7df4\u30c7\u30fc\u30bf\u306e\u898f\u6a21\u304c\u5897\u5927\u3057\u3066\u3044\u307e\u3059\u3002GPT\u306f\u6587\u7ae0\u751f\u6210\u30bf\u30b9\u30af\u306b\u7279\u5316\u3057\u3066\u304a\u308a\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304b\u3089\u4e00\u8cab\u6027\u306e\u3042\u308b\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u80fd\u529b\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4>ChatGPT:GPT\u30b7\u30ea\u30fc\u30ba\u3092\u6d3b\u7528\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3002<\/h4>\n<p>ChatGPT\u306f\u3001OpenAI\u306eGPT\u30b7\u30ea\u30fc\u30ba\u3092\u30d9\u30fc\u30b9\u306b\u3057\u305f\u5bfe\u8a71\u578bAI\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3084\u30b3\u30e1\u30f3\u30c8\u306b\u5bfe\u3057\u3066\u4eba\u9593\u3089\u3057\u3044\u5fdc\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n <div>\n<a class=\"card-link longcard-link\" href=\"https:\/\/nlpillustration.tech\/?p=2877\" title=\"\u3010\u56f3\u89e3\u3011\u4e00\u6483\u3067\u308f\u304b\u308bChatGPT\u306e\u9769\u65b0\u6027\u3002\u51c4\u3055\u306e\u672c\u8cea\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\uff5c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\" rel=\"noopener\">\n<span class=\"longcard-img\"><img src='https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/ChatGPT_header-3-300x300.png' alt='\u3010\u56f3\u89e3\u3011\u4e00\u6483\u3067\u308f\u304b\u308bChatGPT\u306e\u9769\u65b0\u6027\u3002\u51c4\u3055\u306e\u672c\u8cea\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\uff5c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09'\/><\/span>\n<span class=\"blogcard-content blogcard-text\">\n<span class=\"blogcard-title\">\u3010\u56f3\u89e3\u3011\u4e00\u6483\u3067\u308f\u304b\u308bChatGPT\u306e\u9769\u65b0\u6027\u3002\u51c4\u3055\u306e\u672c\u8cea\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\uff5c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09 <\/span>\n<span class=\"blog-card-excerpt-long\"><\/span>\n<\/span><\/a><\/div>\n<h3>BERT\u30fbPaLM\u30b7\u30ea\u30fc\u30ba(\u4e21\u65b9\u3068\u3082Google\u306b\u3088\u308b\u958b\u767a)<\/h3>\n<h4>BERT<\/h4>\n<p>BERT\u306f\u3001Google\u304c\u958b\u767a\u3057\u305fTransformer\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u3067\u3001\u6700\u3082\u6709\u540d\u306a\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u3059\u3002BERT\u306f\u30c6\u30ad\u30b9\u30c8\u306e\u4e21\u65b9\u5411\u304b\u3089\u60c5\u5831\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002\u3053\u306e\u53cc\u65b9\u5411\u6027\u304c\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u5bfe\u3059\u308b\u5fae\u8abf\u6574\u6642\u306e\u6027\u80fd\u3092\u9ad8\u3081\u307e\u3059\u3002<\/p>\n<h4>PaLM<\/h4>\n<p>PaLM\uff08Pathways Language Model\uff09\u306f\u3001Google Research\u304c\u958b\u767a\u3057\u305f5400\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u3059\u3002PaLM,PaLM2\u3092\u5143\u306b\u3001Google\u306eAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3001BART\u304c\u4f5c\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"box26\"><span class=\"box-title\">\u3053\u3053\u307e\u3067\u306e\u307e\u3068\u3081\uff1aLLM\u307e\u3067\u306e\u6b74\u53f2<\/span>\n<p><span style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen-Sans, Ubuntu, Cantarell, 'Helvetica Neue', sans-serif;\">\u5927\u304d\u304f\u5206\u3051\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6642\u4ee3\u306b\u5206\u3051\u3089\u308c\u308b\u3002<\/span><\/p>\n<p><strong>1950\u5e74\u301c2000\u5e74\uff5c\u8a00\u8a9e\u5b66\u7684\u30fb\u7d71\u8a08\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\uff08\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u3092\u4f7f\u308f\u306a\u3044\u6642\u4ee3\uff09<\/strong><\/p>\n<p><strong>2001\u5e74\u301c2017\u5e74\uff5c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3088\u308b\u30a2\u30d7\u30ed\u30fc\u30c1<\/strong><\/p>\n<p><strong>2018\u5e74\u301c\u3000\u73fe\u5728 \uff5c\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u30fbTransformer\u30e2\u30c7\u30eb\u306b\u3088\u308b\u30a2\u30d7\u30ed\u30fc\u30c1<\/strong><\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">LLM\u3092\u7406\u89e3\u3059\u308b\u306b\u306f\u3001\u4f55\u304b\u3089\u5b66\u3079\u3070\u3088\u3044\u306e\u304b\uff1f\u6700\u77ed\u30eb\u30fc\u30c8\u306f\uff1f<\/h2>\n\n\n\n<p><span style=\"font-size: revert;\">\u3053\u3053\u3067\u306f\u3001\u300cLLM\u3092\u7406\u89e3\u3059\u308b\u306b\u306f\u3001\u4f55\u304b\u3089\u5b66\u3079\u3070\u3088\u3044\u306e\u304b\uff1f\u300d\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/span><\/p>\n<p>LLM\u3092\u6700\u77ed\u3067\u5b66\u3076\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a3\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u5b66\u3076\u306e\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<div class=\"box26\"><span class=\"box-title\">LLM\u3092\u6700\u77ed\u3067\u4f53\u7cfb\u7684\u306b\u5b66\u3076\u65b9\u6cd5<\/span>\n<p><strong>\u3010\u5165\u9580\u8005\u30fb\u3053\u308c\u304b\u3089\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u5b66\u3073\u305f\u3044\u4eba\u306fSTEP1\u304b\u3089\u3011<\/strong><\/p>\n<p>STEP1. \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u5165\u9580\u66f8\u3092\u8aad\u3080<\/p>\n<p><strong>\u3010\u4e2d\u7d1a\u8005\u30fbLLM\u3092\u4f53\u7cfb\u7684\u306b\u5b66\u3073\u76f4\u3057\u305f\u3044\u3068\u3044\u3046\u4eba\u306fSTEP2\u304b\u3089\u3011<\/strong><\/p>\n<p>STEP2. \u6a5f\u68b0\u5b66\u7fd2\u30fb\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u52c9\u5f37\u30fb\u5fa9\u7fd2\u3059\u308b<\/p>\n<p>STEP3. LLM\u306e\u7406\u8ad6\u3068\u5b9f\u88c5\u3092\u3001\u57fa\u790e\u304b\u3089\u767a\u5c55\u307e\u3067\u5b66\u3076<\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u304a\u3059\u3059\u3081\u306e\u672c\u30fb\u53c2\u8003\u8cc7\u6599<\/h2>\n\n\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\" \/><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p><strong>\n\u3053\u3053\u307e\u3067\u306e\u5b66\u7fd2\u3001\u304a\u75b2\u308c\u3055\u307e\u3067\u3057\u305f\u3002\u305d\u3057\u3066\u672c\u8a18\u4e8b\u3092\u6700\u5f8c\u307e\u3067\u8aad\u3093\u3067\u3044\u305f\u3060\u304d\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\uff01\n<\/strong><br>\n\u3053\u3053\u304b\u3089\u306f\u3001\u304a\u3059\u3059\u3081\u306e\u66f8\u7c4d\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u8208\u5473\u3092\u6301\u3063\u305f\u65b9\u306f\u3001\u672c\u3092\u8aad\u3081\u3070\u3055\u3089\u306b\u5b9f\u8df5\u7684\u306a\u529b\u304c\u624b\u306b\u5165\u308b\u306f\u305a\u3067\u3059\u3002\n<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\" \/><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n\u307e\u305a\u79c1\u306e\u8457\u66f8\u3001<strong>\u300e\u8ab0\u3067\u3082\u308f\u304b\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u5165\u9580\u300f<\/strong>\u304c\u65e5\u7d4cBP\u304b\u3089\u767a\u58f2\u4e2d\u3067\u3059\u3002\u57fa\u790e\u304b\u3089\u5b9f\u88c5\u307e\u3067\u3092\u7db2\u7f85\u3057\u305fLLM\u306e\u5165\u9580\u66f8\u3067\u3059\u3002\n<br><br><u>\u7279\u5fb4<\/u>\n<br>\n\u30fbLLM\u306e\u4ed5\u7d44\u307f\u3092\u3001\u6570\u5f0f\u3092\u4f7f\u308f\u305a\u56f3\u3067\u89e3\u8aac\n<br>\n\u30fbLLM\u3092\u4f7f\u3063\u305f\u81ea\u52d5\u5316\u3092Python\u30b3\u30fc\u30c9\u3067\u5b9f\u88c5\n<br><br>\n\u4eca\u304b\u3089LLM\u3092\u4f53\u7cfb\u7684\u306b\u5b66\u3073\u305f\u3044\u3001LLM\u3092\u4f7f\u3063\u305f\u81ea\u52d5\u5316\u3084\u65b0\u6a5f\u80fd\u3092\u5b9f\u88c5\u3057\u3066\u307f\u305f\u3044\u3068\u3044\u3046\u65b9\u306b\u304a\u3059\u3059\u3081\u3067\u3059\u3002\n<br>\n\u4ee5\u4e0b\u306eAmazon\u6982\u8981\u6b04\u306b\u3066\u672c\u306e\u4e00\u90e8\u304c\u7121\u6599\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u8997\u3044\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\n<br>\n\n<br>\n<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"rinkerid6358\" class=\"yyi-rinker-contents  yyi-rinker-postid-6358 yyi-rinker-img-m yyi-rinker-catid-89 yyi-rinker-catid-95 \">\n\t<div class=\"yyi-rinker-box\">\n\t\t<div class=\"yyi-rinker-image\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.amazon.co.jp\/dp\/4296071017?tag=st0509-22&#038;linkCode=ogi&#038;th=1&#038;psc=1\" rel=\"nofollow\" class=\"yyi-rinker-tracking\"  data-click-tracking=\"amazon_img 6358 \u8ab0\u3067\u3082\u308f\u304b\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u5165\u9580\" data-vars-click-id=\"amazon_img 6358 \u8ab0\u3067\u3082\u308f\u304b\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u5165\u9580\"><img decoding=\"async\" src=\"https:\/\/m.media-amazon.com\/images\/I\/51am+UWkcOL._SL160_.jpg\"  width=\"122\" height=\"160\" class=\"yyi-rinker-main-img\" style=\"border: none;\"><\/a>\t\t\t\t\t<\/div>\n\t\t<div class=\"yyi-rinker-info\">\n\t\t\t<div class=\"yyi-rinker-title\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.amazon.co.jp\/dp\/4296071017?tag=st0509-22&#038;linkCode=ogi&#038;th=1&#038;psc=1\" rel=\"nofollow\" class=\"yyi-rinker-tracking\" data-click-tracking=\"amazon_title 6358 \u8ab0\u3067\u3082\u308f\u304b\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u5165\u9580\" data-vars-amp-click-id=\"amazon_title 6358 \u8ab0\u3067\u3082\u308f\u304b\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u5165\u9580\" >\u8ab0\u3067\u3082\u308f\u304b\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u5165\u9580<\/a>\t\t\t\t\t\t\t<\/div>\n\t\t\t<div class=\"yyi-rinker-detail\">\n\t\t\t\t\t\t\t<div class=\"credit-box\">created by&nbsp;<a href=\"https:\/\/oyakosodate.com\/rinker\/\" rel=\"nofollow noopener\" target=\"_blank\" >Rinker<\/a><\/div>\n\t\t\t\t\t\t\t\t\t\t<div class=\"brand\">\u65e5\u7d4cBP<\/div>\n\t\t\t\t\t\t\t<div class=\"price-box\">\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<ul class=\"yyi-rinker-links\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                    <li class=\"amazonlink\">\n\t\t\t\t\t\t<a href=\"https:\/\/www.amazon.co.jp\/dp\/4296071017?tag=st0509-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" rel=\"nofollow\" class=\"yyi-rinker-link yyi-rinker-tracking\"  data-click-tracking=\"amazon 6358 \u8ab0\u3067\u3082\u308f\u304b\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u5165\u9580\"  data-vars-amp-click-id=\"amazon 6358 \u8ab0\u3067\u3082\u308f\u304b\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u5165\u9580\">Amazon<\/a>\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t                \t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\" \/><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n\u4ed6\u306b\u3082\u3001\u672c\u8a18\u4e8b\u306b\u95a2\u3059\u308b\u66f8\u7c4d\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u66f8\u7c4d\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002\uff08\uff0a\u4ee5\u4e0b\u306f\u79c1\u306e\u8457\u66f8\u3067\u306f\u3042\u308a\u307e\u305b\u3093\uff09\n<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n<div id=\"rinkerid4430\" class=\"yyi-rinker-contents  yyi-rinker-postid-4430 yyi-rinker-img-m yyi-rinker-catid-89 yyi-rinker-catid-95 \">\n\t<div class=\"yyi-rinker-box\">\n\t\t<div class=\"yyi-rinker-image\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.amazon.co.jp\/dp\/B09DPC4KG7?tag=st0509-22&#038;linkCode=ogi&#038;th=1&#038;psc=1\" rel=\"nofollow\" class=\"yyi-rinker-tracking\"  data-click-tracking=\"amazon_img 4430 BERT\/GPT-3\/DALL-E \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30fb\u753b\u50cf\u51e6\u7406\u30fb\u97f3\u58f0\u51e6\u7406 \u4eba\u5de5\u77e5\u80fd\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u5b9f\u8df5\u5165\u9580\" data-vars-click-id=\"amazon_img 4430 BERT\/GPT-3\/DALL-E \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30fb\u753b\u50cf\u51e6\u7406\u30fb\u97f3\u58f0\u51e6\u7406 \u4eba\u5de5\u77e5\u80fd\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u5b9f\u8df5\u5165\u9580\"><img decoding=\"async\" src=\"https:\/\/m.media-amazon.com\/images\/I\/515l4LOJOaL._SL160_.jpg\"  width=\"123\" height=\"160\" class=\"yyi-rinker-main-img\" style=\"border: none;\"><\/a>\t\t\t\t\t<\/div>\n\t\t<div class=\"yyi-rinker-info\">\n\t\t\t<div class=\"yyi-rinker-title\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.amazon.co.jp\/dp\/B09DPC4KG7?tag=st0509-22&#038;linkCode=ogi&#038;th=1&#038;psc=1\" rel=\"nofollow\" class=\"yyi-rinker-tracking\" data-click-tracking=\"amazon_title 4430 BERT\/GPT-3\/DALL-E \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30fb\u753b\u50cf\u51e6\u7406\u30fb\u97f3\u58f0\u51e6\u7406 \u4eba\u5de5\u77e5\u80fd\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u5b9f\u8df5\u5165\u9580\" data-vars-amp-click-id=\"amazon_title 4430 BERT\/GPT-3\/DALL-E \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30fb\u753b\u50cf\u51e6\u7406\u30fb\u97f3\u58f0\u51e6\u7406 \u4eba\u5de5\u77e5\u80fd\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u5b9f\u8df5\u5165\u9580\" >BERT\/GPT-3\/DALL-E \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30fb\u753b\u50cf\u51e6\u7406\u30fb\u97f3\u58f0\u51e6\u7406 \u4eba\u5de5\u77e5\u80fd\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u5b9f\u8df5\u5165\u9580<\/a>\t\t\t\t\t\t\t<\/div>\n\t\t\t<div class=\"yyi-rinker-detail\">\n\t\t\t\t\t\t\t<div class=\"credit-box\">created by&nbsp;<a href=\"https:\/\/oyakosodate.com\/rinker\/\" rel=\"nofollow noopener\" target=\"_blank\" >Rinker<\/a><\/div>\n\t\t\t\t\t\t\t\t\t\t<div class=\"price-box\">\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<ul class=\"yyi-rinker-links\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"amazonkindlelink\">\n\t\t\t\t\t\t<a href=\"https:\/\/www.amazon.co.jp\/dp\/B09DPC4KG7?tag=st0509-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" rel=\"nofollow\" class=\"yyi-rinker-link yyi-rinker-tracking\"  data-click-tracking=\"amazon_kindle 4430 BERT\/GPT-3\/DALL-E \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30fb\u753b\u50cf\u51e6\u7406\u30fb\u97f3\u58f0\u51e6\u7406 \u4eba\u5de5\u77e5\u80fd\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u5b9f\u8df5\u5165\u9580\"  data-vars-amp-click-id=\"amazon_kindle 4430 BERT\/GPT-3\/DALL-E \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30fb\u753b\u50cf\u51e6\u7406\u30fb\u97f3\u58f0\u51e6\u7406 \u4eba\u5de5\u77e5\u80fd\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u5b9f\u8df5\u5165\u9580\">Kindle<\/a>\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t                    <li class=\"amazonlink\">\n\t\t\t\t\t\t<a href=\"https:\/\/www.amazon.co.jp\/dp\/B09DPC4KG7?tag=st0509-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" rel=\"nofollow\" class=\"yyi-rinker-link yyi-rinker-tracking\"  data-click-tracking=\"amazon 4430 BERT\/GPT-3\/DALL-E \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30fb\u753b\u50cf\u51e6\u7406\u30fb\u97f3\u58f0\u51e6\u7406 \u4eba\u5de5\u77e5\u80fd\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u5b9f\u8df5\u5165\u9580\"  data-vars-amp-click-id=\"amazon 4430 BERT\/GPT-3\/DALL-E \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30fb\u753b\u50cf\u51e6\u7406\u30fb\u97f3\u58f0\u51e6\u7406 \u4eba\u5de5\u77e5\u80fd\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u5b9f\u8df5\u5165\u9580\">Amazon<\/a>\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t                \t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n\n<div id=\"rinkerid5088\" class=\"yyi-rinker-contents  yyi-rinker-postid-5088 yyi-rinker-img-m yyi-rinker-catid-89 yyi-rinker-catid-95 \">\n\t<div class=\"yyi-rinker-box\">\n\t\t<div class=\"yyi-rinker-image\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.amazon.co.jp\/dp\/B0BDS3G2RT?tag=st0509-22&#038;linkCode=ogi&#038;th=1&#038;psc=1\" rel=\"nofollow\" class=\"yyi-rinker-tracking\"  data-click-tracking=\"amazon_img 5088 Vision Transformer\u5165\u9580 Computer Vision Library\" data-vars-click-id=\"amazon_img 5088 Vision Transformer\u5165\u9580 Computer Vision Library\"><img decoding=\"async\" src=\"https:\/\/m.media-amazon.com\/images\/I\/41woutgzE3L._SL160_.jpg\"  width=\"126\" height=\"160\" class=\"yyi-rinker-main-img\" style=\"border: none;\"><\/a>\t\t\t\t\t<\/div>\n\t\t<div class=\"yyi-rinker-info\">\n\t\t\t<div class=\"yyi-rinker-title\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.amazon.co.jp\/dp\/B0BDS3G2RT?tag=st0509-22&#038;linkCode=ogi&#038;th=1&#038;psc=1\" rel=\"nofollow\" class=\"yyi-rinker-tracking\" data-click-tracking=\"amazon_title 5088 Vision Transformer\u5165\u9580 Computer Vision Library\" data-vars-amp-click-id=\"amazon_title 5088 Vision Transformer\u5165\u9580 Computer Vision Library\" >Vision Transformer\u5165\u9580 Computer Vision Library<\/a>\t\t\t\t\t\t\t<\/div>\n\t\t\t<div class=\"yyi-rinker-detail\">\n\t\t\t\t\t\t\t<div class=\"credit-box\">created by&nbsp;<a href=\"https:\/\/oyakosodate.com\/rinker\/\" rel=\"nofollow noopener\" target=\"_blank\" >Rinker<\/a><\/div>\n\t\t\t\t\t\t\t\t\t\t<div class=\"price-box\">\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<ul class=\"yyi-rinker-links\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"amazonkindlelink\">\n\t\t\t\t\t\t<a href=\"https:\/\/www.amazon.co.jp\/dp\/B0BDS3G2RT?tag=st0509-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" rel=\"nofollow\" class=\"yyi-rinker-link yyi-rinker-tracking\"  data-click-tracking=\"amazon_kindle 5088 Vision Transformer\u5165\u9580 Computer Vision Library\"  data-vars-amp-click-id=\"amazon_kindle 5088 Vision Transformer\u5165\u9580 Computer Vision Library\">Kindle<\/a>\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t                    <li class=\"amazonlink\">\n\t\t\t\t\t\t<a href=\"https:\/\/www.amazon.co.jp\/dp\/B0BDS3G2RT?tag=st0509-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" rel=\"nofollow\" class=\"yyi-rinker-link yyi-rinker-tracking\"  data-click-tracking=\"amazon 5088 Vision Transformer\u5165\u9580 Computer Vision Library\"  data-vars-amp-click-id=\"amazon 5088 Vision Transformer\u5165\u9580 Computer Vision Library\">Amazon<\/a>\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t                \t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n\n<p><!--\u5439\u304d\u51fa\u3057\u7d42\u308f\u308a--><\/p>\n<h3>\u304a\u3059\u3059\u3081\u306e\u52c9\u5f37\u30b9\u30c6\u30c3\u30d7<\/h3>\n<p><strong>1. \u6982\u8981\u30fb\u5927\u67a0\u3092\u77e5\u308b\u3002<\/strong><br \/>Web\u30b5\u30a4\u30c8\u306a\u3069\u3067\u6982\u8981\u3092\u7406\u89e3\u3059\u308b\uff08\u672c\u30b5\u30a4\u30c8\u306f\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u306e\u652f\u63f4\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002\uff09<br \/>\u8a73\u7d30\u3092\u5b66\u3076\u969b\u306b\u3001\u3088\u308a\u52b9\u7387\u826f\u304f\u30a4\u30f3\u30d7\u30c3\u30c8\u3067\u304d\u308b\u3002<br \/><strong>2. \u8a73\u7d30\u3092\u77e5\u308b\u3001\u7406\u89e3\u3092\u6df1\u3081\u308b\u3002<\/strong><br \/>\u66f8\u7c4d\u3001\u8ad6\u6587\u3067\u3088\u308a\u8a73\u3057\u304f\u5b66\u3076\u3002<br \/><strong>3. \u5b9f\u8df5\u30fb\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8<\/strong><br \/>Signate\u3084Kaggle\u306b\u53c2\u52a0\u3057\u3066\u30e2\u30c7\u30eb\u3092\u4f5c\u3063\u3066\u307f\u308b\u3001\u52c9\u5f37\u3057\u305f\u3053\u3068\u3092\u30d6\u30ed\u30b0\u306b\u307e\u3068\u3081\u308b\u3002<\/p>\n<div>\n<div class=\"balloon5\">\n<div class=\"faceicon\"><img decoding=\"async\" src=\"https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/02\/icon_150150.png\" \/><center>\u3059\u3048\u3064\u3050<\/center><\/div>\n<div class=\"chatting\">\n<div class=\"says\">\n<p>\u500b\u4eba\u7684\u306b\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u7279\u306bNLP\u95a2\u4fc2\u306e\u672c\u306f\u96e3\u3057\u304f\u3001\u3044\u304d\u306a\u308a\u672c\u3092\u8aad\u3080\u3068\u632b\u6298\u3057\u3066\u3057\u307e\u3046\u4eba\u304c\u591a\u3044\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002<br \/><strong>\u3053\u306e\u30b5\u30a4\u30c8\u3067\u6982\u8981\u30fb\u5168\u4f53\u50cf\u3092\u7406\u89e3\u3057\u3066\u304b\u3089\u672c\u3092\u8aad\u3080\u3053\u3068\u3067\u3001\u3088\u308a\u7406\u89e3\u3057\u3084\u3059\u304f\u632b\u6298\u3082\u5c11\u306a\u304f\u306a\u308b\u306f\u305a\u3067\u3059\u3002<\/strong>\uff08\u305d\u306e\u5f79\u306b\u7acb\u3066\u308b\u3088\u3046\u8a18\u4e8b\u3092\u57f7\u7b46\u3057\u3066\u3044\u304d\u307e\u3059\uff01\uff09<\/p>\n <div>\n<a class=\"card-link longcard-link\" href=\"https:\/\/nlpillustration.tech\/?p=3565\" title=\"\u3010\u5b8c\u5168\u30de\u30cb\u30e5\u30a2\u30eb\u3011\u6280\u8853\u30d6\u30ed\u30b0\u3092\u59cb\u3081\u308b\u3079\u304d\u7406\u7531\u3068\u59cb\u3081\u65b9\u3002\u30e1\u30ea\u30c3\u30c8\u30fb\u53ce\u76ca\u30fb\u66f8\u304d\u65b9\u3092\u5fb9\u5e95\u89e3\u8aac\" rel=\"noopener\">\n<span class=\"longcard-img\"><img src='https:\/\/nlpillustration.tech\/wp-content\/uploads\/2023\/03\/TechBlog_header-3-300x300.jpg' alt='\u3010\u5b8c\u5168\u30de\u30cb\u30e5\u30a2\u30eb\u3011\u6280\u8853\u30d6\u30ed\u30b0\u3092\u59cb\u3081\u308b\u3079\u304d\u7406\u7531\u3068\u59cb\u3081\u65b9\u3002\u30e1\u30ea\u30c3\u30c8\u30fb\u53ce\u76ca\u30fb\u66f8\u304d\u65b9\u3092\u5fb9\u5e95\u89e3\u8aac'\/><\/span>\n<span class=\"blogcard-content blogcard-text\">\n<span class=\"blogcard-title\">\u3010\u5b8c\u5168\u30de\u30cb\u30e5\u30a2\u30eb\u3011\u6280\u8853\u30d6\u30ed\u30b0\u3092\u59cb\u3081\u308b\u3079\u304d\u7406\u7531\u3068\u59cb\u3081\u65b9\u3002\u30e1\u30ea\u30c3\u30c8\u30fb\u53ce\u76ca\u30fb\u66f8\u304d\u65b9\u3092\u5fb9\u5e95\u89e3\u8aac <\/span>\n<span class=\"blog-card-excerpt-long\"><\/span>\n<\/span><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h2>\u3053\u306e\u30b5\u30a4\u30c8\u3001Twitter\u306b\u3064\u3044\u3066<\/h2>\n<p>\u3053\u306e\u30b5\u30a4\u30c8\u3067\u306f\u3001NLP\u95a2\u4fc2\u306e\u89e3\u8aac\u8a18\u4e8b\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u56f3\u89e3\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p><strong>\u300c\u4ed6\u306e\u30b5\u30a4\u30c8\u306e\u89e3\u8aac\u306f\u96e3\u3057\u3059\u304e\u308b\u300d\u300c\u3082\u3063\u3068\u76f4\u611f\u7684\u306b\u7406\u89e3\u3057\u305f\u3044\u300d\u3068\u3044\u3046\u65b9\u3005\u306e\u5f79\u306b\u7acb\u3066\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/strong><\/p>\n<p>\u662f\u975e\u3001\u304a\u6c17\u306b\u5165\u308a\u767b\u9332\u3001<a href=\"https:\/\/twitter.com\/NLP_sue\">Twitter<\/a>\u306e\u30d5\u30a9\u30ed\u30fc\u3092\u304a\u9858\u3044\u3057\u307e\u3059\u3002Twitter\u3067\u306f\u3001\u6295\u7a3f\u306e\u304a\u77e5\u3089\u305b\u3001NLP\u306e\u6700\u65b0\u60c5\u5831\u306a\u3069\u3092\u767a\u4fe1\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>\u53c2\u7167\u6587\u732e<\/h2>\n<h4>\u8ad6\u6587<\/h4>\n<ul>\n<li><a href=\"https:\/\/link.springer.com\/article\/10.1007\/s11042-022-13428-4\" target=\"_blank\" rel=\"noopener\">Natural language processing: state of the art, current trends and challenges<\/a><\/li>\n<li><a style=\"font-family: 'Noto Sans JP', sans-serif; font-size: revert;\" href=\"https:\/\/link.springer.com\/article\/10.1007\/s11747-022-00840-3\" target=\"_blank\" rel=\"noopener\">An overview and empirical comparison of natural language processing (NLP) models and an introduction to and empirical application of autoencoder models in marketing<\/a><\/li>\n<li><a style=\"font-family: 'Noto Sans JP', sans-serif; font-size: revert;\" href=\"https:\/\/s10251.pcdn.co\/pdf\/2022-Alan-D-Thompson-Whats-in-my-AI-Rev-0.pdf\">WHAT\u2019S IN MY AI? by Alan D. Thompson LifeArchitect.ai March 2022<\/a><\/li>\n<\/ul>\n<h3>\u811a\u6ce8\u53c2\u8003\u6587\u732e<\/h3>\n<ul class=\"modern-footnotes-list \"><li><span>1<\/span><div>Brown, Tom, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D. Kaplan, Prafulla Dhariwal, Arvind Neelakantan et al. &#8220;Language models are few-shot learners.&#8221; <i>Advances in neural information processing systems<\/i>&nbsp;33 (2020): 1877-1901.<\/div><\/li><li><span>2<\/span><div><a href=\"https:\/\/www.mext.go.jp\/a_menu\/shotou\/dokusho\/link\/1410430_00001.htm\" target=\"_blank\" rel=\"noopener\">\u4ee4\u548c2\u5e74\u5ea6\u300c\u5b66\u6821\u56f3\u66f8\u9928\u306e\u73fe\u72b6\u306b\u95a2\u3059\u308b\u8abf\u67fb\u300d\u306e\u7d50\u679c\u306b\u3064\u3044\u3066<\/a><\/div><\/li><li><span>3<\/span><div><a href=\"https:\/\/lambdalabs.com\/blog\/demystifying-gpt-3\" target=\"_blank\" rel=\"noopener\">OpenAI&#8217;s GPT-3 Language Model: A Technical Overview<\/a> by Chuan Li<\/div><\/li><li><span>4<\/span><div>https:\/\/commoncrawl.org\/<\/div><\/li><li><span>5<\/span><div>https:\/\/openwebtext2.readthedocs.io\/en\/latest\/<\/div><\/li><li><span>6<\/span><div>Brown, Tom, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D. Kaplan, Prafulla Dhariwal, Arvind Neelakantan et al. &#8220;Language models are few-shot learners.&#8221; <i>Advances in neural information processing systems<\/i>&nbsp;33 (2020): 1877-1901.<\/div><\/li><li><span>7<\/span><div><a href=\"https:\/\/arxiv.org\/abs\/2303.18223\" target=\"_blank\" rel=\"noopener\">A Survey of Large Language Models<\/a><\/div><\/li><li><span>8<\/span><div><a href=\"https:\/\/arxiv.org\/abs\/2303.18223\" target=\"_blank\" rel=\"noopener\">A Survey of Large Language Models<\/a><\/div><\/li><li><span>9<\/span><div>Kaplan, Jared, Sam McCandlish, Tom Henighan, Tom B. Brown, Benjamin Chess, Rewon Child, Scott Gray, Alec Radford, Jeffrey Wu, and Dario Amodei. &#8220;Scaling laws for neural language models.&#8221; <i>arXiv preprint arXiv:2001.08361<\/i>\u00a0(2020).<\/div><\/li><li><span>10<\/span><div>Wei, Jason, Yi Tay, Rishi Bommasani, Colin Raffel, Barret Zoph, Sebastian Borgeaud, Dani Yogatama et al. &#8220;Emergent abilities of large language models.&#8221; <i>arXiv preprint arXiv:2206.07682<\/i>\u00a0(2022).<\/div><\/li><\/ul>","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u4eca\u56de\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002 2022\u5e74\u672b\u306bChatGPT\u304c\u767a\u8868\u3055\u308c\u3066\u304b\u3089\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u304c\u5927\u304d\u306a\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002\u6025\u6fc0\u306b\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308bLLM\u3067\u3059\u304c\u3001\u300cLLM\u3092\u4e0a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":5716,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_locale":"ja","_original_post":"https:\/\/nlpillustration.tech\/?p=5201","footnotes":""},"categories":[89,95],"tags":[],"class_list":["post-5201","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-nlp","category-lm","ja"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - 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