{"id":102,"date":"2025-12-04T15:03:21","date_gmt":"2025-12-04T06:03:21","guid":{"rendered":"https:\/\/voix.jp\/ai\/?p=102"},"modified":"2025-12-04T15:03:21","modified_gmt":"2025-12-04T06:03:21","slug":"generative-ai-basics-simple-explanation-zero-shot","status":"publish","type":"post","link":"https:\/\/voix.jp\/ai\/generative-ai\/generative-ai-basics-simple-explanation-zero-shot\/","title":{"rendered":"\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u3068\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u3092\u3084\u3055\u3057\u304f\u89e3\u8aac\u3000\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u3069\u3046\u9055\u3046\uff1f"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/voix.jp\/ai\/generative-ai\/generative-ai-basics-simple-explanation-zero-shot\/#%E3%82%BC%E3%83%AD%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88%EF%BC%8F%E3%83%95%E3%83%A5%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88%E5%AD%A6%E7%BF%92%E3%81%AE%E5%9F%BA%E6%9C%AC\" >\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\uff0f\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u306e\u57fa\u672c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/voix.jp\/ai\/generative-ai\/generative-ai-basics-simple-explanation-zero-shot\/#%E3%82%BC%E3%83%AD%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88%E3%81%A8%E3%83%95%E3%83%A5%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88%E3%81%AF%E4%BD%95%E3%81%8C%E9%81%95%E3%81%86%E3%81%AE%E3%81%8B\" >\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u3068\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u306f\u4f55\u304c\u9055\u3046\u306e\u304b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/voix.jp\/ai\/generative-ai\/generative-ai-basics-simple-explanation-zero-shot\/#%E5%BE%93%E6%9D%A5%E3%81%AE%E6%95%99%E5%B8%AB%E3%81%82%E3%82%8A%E5%AD%A6%E7%BF%92%E3%81%A8%E3%81%AE%E6%B1%BA%E5%AE%9A%E7%9A%84%E3%81%AA%E9%81%95%E3%81%84\" >\u5f93\u6765\u306e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u306e\u6c7a\u5b9a\u7684\u306a\u9055\u3044<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/voix.jp\/ai\/generative-ai\/generative-ai-basics-simple-explanation-zero-shot\/#%E4%B8%BB%E3%81%AA%E5%88%A9%E7%94%A8%E3%82%B7%E3%83%BC%E3%83%B3\" >\u4e3b\u306a\u5229\u7528\u30b7\u30fc\u30f3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/voix.jp\/ai\/generative-ai\/generative-ai-basics-simple-explanation-zero-shot\/#%E5%AE%9F%E5%8B%99%E3%81%A7%E5%A4%B1%E6%95%97%E3%81%97%E3%81%AA%E3%81%84%E3%81%9F%E3%82%81%E3%81%AE%E3%82%B3%E3%83%84\" >\u5b9f\u52d9\u3067\u5931\u6557\u3057\u306a\u3044\u305f\u3081\u306e\u30b3\u30c4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/voix.jp\/ai\/generative-ai\/generative-ai-basics-simple-explanation-zero-shot\/#%E6%B0%97%E3%82%92%E4%BB%98%E3%81%91%E3%81%9F%E3%81%84%E9%99%90%E7%95%8C%E3%81%A8%E3%83%AA%E3%82%B9%E3%82%AF\" >\u6c17\u3092\u4ed8\u3051\u305f\u3044\u9650\u754c\u3068\u30ea\u30b9\u30af<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/voix.jp\/ai\/generative-ai\/generative-ai-basics-simple-explanation-zero-shot\/#%E3%81%BE%E3%81%A8%E3%82%81\" >\u307e\u3068\u3081<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E3%82%BC%E3%83%AD%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88%EF%BC%8F%E3%83%95%E3%83%A5%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88%E5%AD%A6%E7%BF%92%E3%81%AE%E5%9F%BA%E6%9C%AC\"><\/span>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\uff0f\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u306e\u57fa\u672c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u751f\u6210AI\u306b\u8cea\u554f\u3084\u30bf\u30b9\u30af\u3092\u4e0e\u3048\u308b\u3068\u304d\u3001\u30e2\u30c7\u30eb\u304c\u300c\u4f8b\u300d\u3092\u3069\u308c\u3060\u3051\u898b\u308b\u304b\u3067\u6027\u80fd\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002<strong>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8<\/strong>\u306f\u4f8b\u3092\u307e\u3063\u305f\u304f\u793a\u3055\u305a\u306b\u6307\u793a\u3060\u3051\u3092\u66f8\u304f\u65b9\u6cd5\u3001<strong>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8<\/strong>\u306f2\u301c5\u4ef6\u7a0b\u5ea6\u306e\u4f8b\u3092\u6dfb\u3048\u3066\u671f\u5f85\u3059\u308b\u51fa\u529b\u3092\u5b66\u3070\u305b\u308b\u65b9\u6cd5\u3067\u3059\u3002\u3069\u3061\u3089\u3082\u5927\u91cf\u306e\u6559\u5e2b\u30c7\u30fc\u30bf\u304c\u306a\u304f\u3066\u3082\u5fdc\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u696d\u52d9\u3084\u7814\u7a76\u3067\u7d20\u65e9\u304f\u8a66\u305b\u308b\u70b9\u304c\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u300c\u82f1\u8a9e\u3092\u65e5\u672c\u8a9e\u306b\u7ffb\u8a33\u3057\u3066\u300d\u3068\u3060\u3051\u66f8\u304f\u306e\u304c\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u3001\u300c\u82f1\u8a9e\u2192\u65e5\u672c\u8a9e\u300d\u306e\u5bfe\u8a33\u30922\u884c\u3060\u3051\u793a\u3057\u3066\u304b\u3089\u65b0\u3057\u3044\u6587\u3092\u8a33\u3055\u305b\u308b\u306e\u304c\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u3067\u3059\u3002<\/p>\n<h3>\u80cc\u666f\u3068\u6ce8\u76ee\u306e\u7406\u7531<\/h3>\n<p>\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u3001\u30ab\u30c6\u30b4\u30ea\u3054\u3068\u306b\u5343\u301c\u4e07\u4ef6\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3057\u305f\u3002\u3057\u304b\u3057\u5927\u578b\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u3059\u3067\u306b\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3067\u524d\u5b66\u7fd2\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u5c11\u306a\u3044\u8ffd\u52a0\u60c5\u5831\u3067\u3082\u63a8\u8ad6\u3067\u304d\u307e\u3059\u30022020\u5e74\u306b\u767a\u8868\u3055\u308c\u305fGPT-3\u8ad6\u6587\u304c\u30bc\u30ed\uff0f\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u306e\u5a01\u529b\u3092\u5b9a\u91cf\u7684\u306b\u793a\u3057\u3001\u4ee5\u964d\u306e\u7814\u7a76\u30fb\u88fd\u54c1\u958b\u767a\u3067\u6a19\u6e96\u30c6\u30af\u30cb\u30c3\u30af\u3068\u306a\u308a\u307e\u3057\u305f\u3002\u9650\u3089\u308c\u305f\u6642\u9593\u30fb\u30b3\u30b9\u30c8\u3067\u591a\u8a00\u8a9e\u5bfe\u5fdc\u3084\u5c02\u9580\u9818\u57df\u3078\u306e\u5c55\u958b\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u4f01\u696d\u306e\u73fe\u5834\u3067\u3082\u6ce8\u76ee\u5ea6\u304c\u9ad8\u3044\u306e\u3067\u3059\u3002<\/p>\n<h3>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u306e\u4ed5\u7d44\u307f<\/h3>\n<p>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u3067\u306f\u30e2\u30c7\u30eb\u304c\u5185\u90e8\u306b\u6301\u3064\u300c\u4e00\u822c\u77e5\u8b58\u300d\u3068\u300c\u6587\u8108\u7406\u89e3\u300d\u3060\u3051\u3067\u30bf\u30b9\u30af\u3092\u89e3\u6c7a\u3057\u307e\u3059\u3002\u4eba\u9593\u304c\u77e5\u3089\u306a\u3044\u8a00\u8a9e\u3084\u5f62\u5f0f\u3067\u3082\u5fdc\u7b54\u3067\u304d\u308b\u306e\u306f\u3001\u3053\u306e\u4e8b\u524d\u5b66\u7fd2\u3067\u591a\u69d8\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u3073\u53d6\u3063\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002\u6307\u793a\u3092\u660e\u78ba\u306b\u3059\u308b\u307b\u3069\u6027\u80fd\u304c\u5b89\u5b9a\u3059\u308b\u305f\u3081\u3001<strong>\u300c\u4f55\u3092\u300d\u300c\u3069\u306e\u5f62\u5f0f\u3067\u300d\u6b32\u3057\u3044\u304b<\/strong>\u3092\u5177\u4f53\u7684\u306b\u66f8\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u300cJSON\u3067\u51fa\u529b\u3057\u3066\u300d\u300c\u8981\u7d04\u306f100\u6587\u5b57\u4ee5\u5185\u3067\u300d\u3068\u6761\u4ef6\u3092\u8ffd\u52a0\u3059\u308b\u3068\u8aa4\u89e3\u3092\u6e1b\u3089\u305b\u307e\u3059\uff08\u53c2\u8003\uff1a<a href=\"https:\/\/platform.openai.com\/docs\/guides\/text-generation\/prompt-engineering\">OpenAI Prompt Engineering Guide<\/a>\uff09\u3002<\/p>\n<h3>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u306e\u6d3b\u7528\u30dd\u30a4\u30f3\u30c8<\/h3>\n<p>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u3067\u306f\u5c11\u91cf\u306e\u9ad8\u54c1\u8cea\u306a\u4f8b\u304c\u9375\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u51fa\u529b\u4f8b\u3068\u540c\u3058\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u66f8\u304f<\/li>\n<li>\u4ee3\u8868\u7684\u304b\u3064\u5883\u754c\u30b1\u30fc\u30b9\u3092\u542b\u3081\u308b<\/li>\n<li>\u9577\u3055\u3084\u8868\u8a18\u30d6\u30ec\u3092\u305d\u308d\u3048\u308b<\/li>\n<\/ul>\n<p>\u3053\u3046\u3057\u305f\u5de5\u592b\u3067\u30e2\u30c7\u30eb\u306f\u671b\u307e\u3057\u3044\u30d1\u30bf\u30fc\u30f3\u3092\u63a8\u6e2c\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u305f\u3068\u3048\u3070FAQ\u751f\u6210\u306a\u3089\u300c\u8cea\u554f\u300d\u300c\u56de\u7b54\u300d\u30922\u7d44\u63d0\u793a\u3057\u3001\u7d9a\u3051\u3066\u65b0\u3057\u3044\u8cea\u554f\u3060\u3051\u66f8\u304f\u3068\u81ea\u7136\u306a\u56de\u7b54\u304c\u8fd4\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u4f8b\u304c\u591a\u3059\u304e\u308b\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u9577\u304f\u306a\u308a\u30b3\u30b9\u30c8\u304c\u5897\u3048\u308b\u306e\u3067\u3001\u5fc5\u8981\u6700\u5c0f\u9650\u306b\u7559\u3081\u308b\u30d0\u30e9\u30f3\u30b9\u611f\u899a\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<h3>\u5b9f\u8df5\u4f8b\uff1a\u793e\u5185\u6587\u66f8\u306e\u8981\u7d04<\/h3>\n<p>\u793e\u5185\u5831\u544a\u66f8\u3092\u6bce\u56de\u624b\u52d5\u3067\u307e\u3068\u3081\u308b\u4ee3\u308f\u308a\u306b\u3001\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u3067<br \/>\n\u300c\u4ee5\u4e0b\u306e\u30c6\u30ad\u30b9\u30c8\u3092300\u6587\u5b57\u4ee5\u5185\u3067\u8981\u7d04\u3057\u3001\u7b87\u6761\u66f8\u304d3\u70b9\u306b\u6574\u7406\u3057\u3066\u304f\u3060\u3055\u3044\u300d<br \/>\n\u3068\u6307\u793a\u3059\u308b\u3060\u3051\u3067\u3082\u5341\u5206\u6a5f\u80fd\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u54c1\u8cea\u3092\u4e0a\u3052\u305f\u3044\u5834\u5408\u306f\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u3067<br \/>\n\u300c\u539f\u6587\u300d\u300c\u8981\u7d04\u4f8b\u300d\u00d72\u3092\u793a\u3057\u3001\u305d\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u8e0f\u8972\u3055\u305b\u307e\u3059\u3002\u73fe\u5834\u3067\u306f\u30ec\u30d3\u30e5\u30fc\u4f53\u5236\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u4eba\u304c\u6700\u7d42\u78ba\u8a8d\u3092\u884c\u3046\u3053\u3068\u3067\u8aa4\u60c5\u5831\u306e\u30ea\u30b9\u30af\u3092\u6291\u3048\u3089\u308c\u307e\u3059\uff08\u53c2\u8003\uff1a<a href=\"https:\/\/cloud.google.com\/blog\/ja\/products\/ai-machine-learning\/few-shot-learning\">Google Cloud Blog<\/a>\uff09\u3002<\/p>\n<h3>\u6ce8\u610f\u70b9\u3068\u9650\u754c<\/h3>\n<p>\u30bc\u30ed\uff0f\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u3067\u3082\u5b8c\u5168\u306a\u6b63\u89e3\u304c\u4fdd\u8a3c\u3055\u308c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<strong>\u4e8b\u5b9f\u8aa4\u8a8d\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09<\/strong>\u3084\u6a5f\u5bc6\u6f0f\u3048\u3044\u306e\u61f8\u5ff5\u304c\u6b8b\u308b\u305f\u3081\u3001\u2460\u30af\u30ea\u30c6\u30a3\u30ab\u30eb\u306a\u5224\u65ad\u306b\u306f\u4eba\u9593\u306e\u691c\u8a3c\u3092\u5165\u308c\u308b\u3001\u2461\u5165\u529b\u6587\u304b\u3089\u500b\u4eba\u60c5\u5831\u3092\u9664\u53bb\u3059\u308b\u3001\u2462\u51fa\u529b\u3092\u6839\u62e0\u4ed8\u304d\u3067\u518d\u78ba\u8a8d\u3059\u308b\u3001\u3068\u3044\u3063\u305f\u904b\u7528\u30eb\u30fc\u30eb\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u307e\u305f\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u5c02\u9580\u77e5\u8b58\u304c\u6975\u7aef\u306b\u7279\u6b8a\u306a\u5834\u5408\u306f\u3001\u8ffd\u52a0\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3084RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u304c\u5fc5\u8981\u306b\u306a\u308b\u3053\u3068\u3082\u899a\u3048\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3>\u307e\u3068\u3081<\/h3>\n<p>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u306f\u300c\u4f8b\u306a\u3057\u5373\u5b9f\u884c\u300d\u3001\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u306f\u300c\u5c11\u6570\u4f8b\u3067\u7cbe\u5ea6\u5411\u4e0a\u300d\u3068\u899a\u3048\u308b\u3068\u30a4\u30e1\u30fc\u30b8\u3057\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002\u5927\u91cf\u30c7\u30fc\u30bf\u304c\u624b\u306b\u5165\u3089\u306a\u3044\u72b6\u6cc1\u3067\u3082\u3001\u6b63\u3057\u3044\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u3068\u9069\u5207\u306a\u691c\u8a3c\u30d7\u30ed\u30bb\u30b9\u304c\u3042\u308c\u3070\u3001\u9ad8\u5ea6\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u8eab\u8fd1\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u307e\u305a\u306f\u5c0f\u3055\u306a\u696d\u52d9\u304b\u3089\u8a66\u3057\u3001\u6210\u529f\u30d1\u30bf\u30fc\u30f3\u3092\u7d44\u7e54\u5168\u4f53\u3078\u6c34\u5e73\u5c55\u958b\u3059\u308b\u3053\u3068\u304c\u3001\u751f\u6210AI\u6d3b\u7528\u306e\u8fd1\u9053\u3067\u3059\u3002<\/p>\n<div class=\"custom-embed\"><div class=\"embed-thumbnail\"><a href=\"https:\/\/voix.jp\/ai\/generative-ai\/what-is-generative-ai-a-simple-explanation\/\"><img decoding=\"async\" src=\"https:\/\/voix.jp\/ai\/wp-content\/uploads\/sites\/13\/2025\/11\/what-is-generative-ai-a-simple-explanation-373x196.jpg\" alt=\"\u751f\u6210AI\u306b\u3064\u3044\u3066\u6982\u5ff5\u3092\u521d\u5fc3\u8005\u306b\u3082\u308f\u304b\u308a\u6613\u304f\u89e3\u8aac\"><\/a><\/div><div class=\"embed-title\"><a href=\"https:\/\/voix.jp\/ai\/generative-ai\/what-is-generative-ai-a-simple-explanation\/\">\u751f\u6210AI\u306b\u3064\u3044\u3066\u6982\u5ff5\u3092\u521d\u5fc3\u8005\u306b\u3082\u308f\u304b\u308a\u6613\u304f\u89e3\u8aac<\/a><\/div><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E3%82%BC%E3%83%AD%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88%E3%81%A8%E3%83%95%E3%83%A5%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88%E3%81%AF%E4%BD%95%E3%81%8C%E9%81%95%E3%81%86%E3%81%AE%E3%81%8B\"><\/span>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u3068\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u306f\u4f55\u304c\u9055\u3046\u306e\u304b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\uff08Zero-shot\uff09\u306f\u300c\u30e2\u30c7\u30eb\u304c\u4e00\u5ea6\u3082\u898b\u305f\u3053\u3068\u306e\u306a\u3044\u30bf\u30b9\u30af\u3092\u3001\u305d\u306e\u5834\u3067\u6307\u793a\u3060\u3051\u3092\u983c\u308a\u306b\u3053\u306a\u3059\u300d\u65b9\u5f0f\u3067\u3059\u3002\u5bfe\u3057\u3066\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\uff08Few-shot\uff09\u306f\u300c\u4f8b\u6587\u3084\u5165\u529b-\u51fa\u529b\u30da\u30a2\u3092\u6570\u4ef6\u3060\u3051\u6dfb\u3048\u3066\u3001\u30e2\u30c7\u30eb\u306b\u632f\u308b\u821e\u3044\u3092\u5b66\u3070\u305b\u308b\u300d\u624b\u6cd5\u3092\u6307\u3057\u307e\u3059\u3002\u3069\u3061\u3089\u3082\u5927\u91cf\u306e\u8ffd\u52a0\u5b66\u7fd2\uff08\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u3092\u305b\u305a\u306b\u5fdc\u7b54\u3067\u304d\u308b\u70b9\u304c\u7279\u5fb4\u3067\u3001GPT-3 \u8ad6\u6587<a href=\"https:\/\/arxiv.org\/abs\/2005.14165\">Brown et al., 2020<\/a>\u3067\u5e83\u304f\u77e5\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u5f93\u6765\u306e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u3001\u540c\u3058\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u3092\u5927\u91cf\u306b\u4f5c\u3063\u3066\u30e2\u30c7\u30eb\u3092\u518d\u5b66\u7fd2\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u30bc\u30ed\uff0f\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u306f<strong>\u300c\u5927\u898f\u6a21\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u305d\u306e\u307e\u307e\u4f7f\u3044\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u6307\u793a\u6587\uff09\u3060\u3051\u3067\u76ee\u7684\u306b\u5408\u308f\u305b\u308b\u300d<\/strong>\u3068\u3044\u3046\u767a\u60f3\u304c\u6839\u672c\u7684\u306b\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3>\u30e2\u30c7\u30eb\u304c\u300c\u4f8b\u300d\u3092\u898b\u306a\u3044\u3063\u3066\u3069\u3046\u3044\u3046\u3053\u3068\uff1f<\/h3>\n<p>\u305f\u3068\u3048\u3070\u7ffb\u8a33\u30bf\u30b9\u30af\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u3067\u306f\u300c\u82f1\u8a9e\u2192\u65e5\u672c\u8a9e\u306b\u8a33\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u3060\u3051\u66f8\u304d\u3001\u30e2\u30c7\u30eb\u306f\u81ea\u8eab\u306e\u5185\u90e8\u77e5\u8b58\u3067\u8a33\u6587\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u3067\u306f\u3001\u305d\u306e\u524d\u306b\u300cHello \u2192 \u3053\u3093\u306b\u3061\u306f\u300d\u300cGood morning \u2192 \u304a\u306f\u3088\u3046\u300d\u3068\u3044\u3063\u305f\u6570\u4f8b\u3092\u4e26\u3079\u3066\u304b\u3089\u672c\u547d\u30d5\u30ec\u30fc\u30ba\u3092\u6e21\u3057\u307e\u3059\u3002\u4f8b\u3092\u6dfb\u3048\u308b\u5206\u3060\u3051\u3001\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u306e\u307b\u3046\u304c\u6587\u8108\u304c\u8c4a\u304b\u306b\u306a\u308a\u7cbe\u5ea6\u304c\u4e0a\u304c\u308a\u3084\u3059\u3044\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%BE%93%E6%9D%A5%E3%81%AE%E6%95%99%E5%B8%AB%E3%81%82%E3%82%8A%E5%AD%A6%E7%BF%92%E3%81%A8%E3%81%AE%E6%B1%BA%E5%AE%9A%E7%9A%84%E3%81%AA%E9%81%95%E3%81%84\"><\/span>\u5f93\u6765\u306e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u306e\u6c7a\u5b9a\u7684\u306a\u9055\u3044<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6599\u7406\u306b\u4f8b\u3048\u308b\u3068\u3001\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u300c\u6bce\u56de\u30ec\u30b7\u30d4\u3068\u6750\u6599\u3092\u30ad\u30ed\u5358\u4f4d\u3067\u7528\u610f\u3057\u3066\u5473\u3092\u899a\u3048\u3055\u305b\u308b\u300d\u3084\u308a\u65b9\u3067\u3059\u3002\u30bc\u30ed\uff0f\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u306f<strong>\u51b7\u8535\u5eab\u306b\u3042\u308b\u3082\u306e\u3067\u5373\u8208\u6599\u7406\u3092\u4f5c\u308b<\/strong>\u611f\u899a\u306b\u8fd1\u304f\u3001\u5927\u304c\u304b\u308a\u306a\u6e96\u5099\u304c\u4e0d\u8981\u3067\u3059\u3002\u305f\u3060\u3057\u5373\u8208\u3086\u3048\u306b\u5473\u304c\u5b89\u5b9a\u3057\u306a\u3044\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u30d1\u30e9\u30e1\u30fc\u30bf\u66f4\u65b0\u304c\u4e0d\u8981<\/h3>\n<p>\u30bc\u30ed\uff0f\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u306f\u63a8\u8ad6\u6642\u306e\u5165\u529b\u30c6\u30ad\u30b9\u30c8\u306e\u307f\u3067\u632f\u308b\u821e\u3044\u3092\u5236\u5fa1\u3057\u307e\u3059\u3002\u5185\u90e8\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5909\u66f4\u3057\u306a\u3044\u306e\u3067\u5b66\u7fd2\u7528 GPU \u3084\u8ffd\u52a0\u5b66\u7fd2\u671f\u9593\u304c\u4e0d\u8981\u306b\u306a\u308a\u3001\u958b\u767a\u30b5\u30a4\u30af\u30eb\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3067\u304d\u307e\u3059\u3002OpenAI \u306e API \u30ac\u30a4\u30c9<a href=\"https:\/\/platform.openai.com\/docs\/guides\/prompt-engineering\">Prompt Engineering<\/a>\u3082\u540c\u3058\u8003\u3048\u65b9\u3067\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%B8%BB%E3%81%AA%E5%88%A9%E7%94%A8%E3%82%B7%E3%83%BC%E3%83%B3\"><\/span>\u4e3b\u306a\u5229\u7528\u30b7\u30fc\u30f3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5b9f\u52d9\u3067\u306f\u6b21\u306e\u3088\u3046\u306a\u5834\u9762\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>FAQ \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\uff1a\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u3067\u300c\u793e\u54e1\u5411\u3051 Q&amp;A\u300d\u3092\u56de\u7b54<\/li>\n<li>\u30ab\u30c6\u30b4\u30ea\u5206\u985e\uff1a\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u3067\u30e9\u30d9\u30eb\u4f8b\u30922\u301c5\u4ef6\u4e26\u3079\u3001\u5c11\u91cf\u30c7\u30fc\u30bf\u3067\u3082\u5224\u5b9a<\/li>\n<li>\u591a\u8a00\u8a9e\u8981\u7d04\uff1a\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u3067\u300c200 \u5b57\u4ee5\u5185\u3067\u65e5\u672c\u8a9e\u8981\u7d04\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a<\/li>\n<\/ul>\n<p>\u7279\u306b\u5927\u91cf\u306e\u30af\u30e9\u30b9\u304c\u3042\u308b\u5206\u985e\u3084\u3001\u591a\u8a00\u8a9e\u5bfe\u5fdc\u306e\u3088\u3046\u306b\u30c7\u30fc\u30bf\u53ce\u96c6\u30b3\u30b9\u30c8\u304c\u9ad8\u3044\u30bf\u30b9\u30af\u3067\u5a01\u529b\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n<h3>\u751f\u6210\u3060\u3051\u3067\u306a\u304f\u89e3\u6790\u306b\u3082\u5f37\u3044<\/h3>\n<p>\u300c\u6b21\u306e\u30b3\u30fc\u30c9\u306b\u30d0\u30b0\u306f\u3042\u308a\u307e\u3059\u304b\uff1f\u300d\u306e\u3088\u3046\u306b\u3001\u89e3\u6790\u7684\u8cea\u554f\u3067\u3082\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u304c\u6709\u52b9\u3067\u3059\u3002GitHub Copilot \u306e\u88cf\u5074\u3067\u52d5\u304f Codex \u30e2\u30c7\u30eb<a href=\"https:\/\/openai.com\/research\/codex\">OpenAI Codex<\/a>\u3082\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u3067\u30b3\u30fc\u30c9\u7ffb\u8a33\u3084\u30c6\u30b9\u30c8\u751f\u6210\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E5%8B%99%E3%81%A7%E5%A4%B1%E6%95%97%E3%81%97%E3%81%AA%E3%81%84%E3%81%9F%E3%82%81%E3%81%AE%E3%82%B3%E3%83%84\"><\/span>\u5b9f\u52d9\u3067\u5931\u6557\u3057\u306a\u3044\u305f\u3081\u306e\u30b3\u30c4<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6210\u529f\u306e\u9375\u306f<strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08<\/strong>\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306f\u6307\u793a\u6587\u306e\u308f\u305a\u304b\u306a\u8a9e\u9806\u3067\u3082\u51fa\u529b\u304c\u5909\u308f\u308b\u305f\u3081\u3001<\/p>\n<ol>\n<li>\u5f79\u5272\u3092\u660e\u793a\u3059\u308b\uff08\u4f8b\uff1a<em>You are an IT Helpdesk<\/em>\uff09<\/li>\n<li>\u51fa\u529b\u5f62\u5f0f\u3092\u6307\u5b9a\u3059\u308b\uff08\u4f8b\uff1a<em>JSON \u3067\u8fd4\u7b54<\/em>\uff09<\/li>\n<li>\u7981\u6b62\u4e8b\u9805\u3092\u66f8\u304f\uff08\u4f8b\uff1a<em>\u793e\u5916\u79d8\u60c5\u5831\u306f\u9664\u5916<\/em>\uff09<\/li>\n<\/ol>\n<p>\u3068\u3044\u3063\u305f\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u5316\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h3>\u8a55\u4fa1\u6307\u6a19\u3092\u6c7a\u3081\u3066\u304a\u304f<\/h3>\n<p>\u7cbe\u5ea6\u3092\u6e2c\u308b\u3068\u304d\u306f BLEU \u3084 F1 \u3068\u3044\u3063\u305f\u81ea\u52d5\u6307\u6a19\u3060\u3051\u3067\u306a\u304f\u3001<strong>\u4eba\u624b\u8a55\u4fa1<\/strong>\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u5b89\u5fc3\u3067\u3059\u3002OpenAI \u306f\u691c\u8a3c\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af OpenAI Evals<a href=\"https:\/\/github.com\/openai\/evals\">GitHub<\/a>\u3092\u516c\u958b\u3057\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u6539\u5584\u306e\u53cd\u5fa9\u3092\u652f\u63f4\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E6%B0%97%E3%82%92%E4%BB%98%E3%81%91%E3%81%9F%E3%81%84%E9%99%90%E7%95%8C%E3%81%A8%E3%83%AA%E3%82%B9%E3%82%AF\"><\/span>\u6c17\u3092\u4ed8\u3051\u305f\u3044\u9650\u754c\u3068\u30ea\u30b9\u30af<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30bc\u30ed\uff0f\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u306f\u4fbf\u5229\u3067\u3059\u304c\u4e07\u80fd\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<ul>\n<li><strong>\u5e7b\u899a\uff08Hallucination\uff09<\/strong>\uff1a\u88cf\u4ed8\u3051\u306e\u306a\u3044\u60c5\u5831\u3092\u3082\u3063\u3068\u3082\u3089\u3057\u304f\u751f\u6210<\/li>\n<li><strong>\u30d0\u30a4\u30a2\u30b9<\/strong>\uff1a\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u8d77\u56e0\u3059\u308b\u504f\u308a\u304c\u56de\u7b54\u306b\u6b8b\u308b<\/li>\n<li><strong>\u6a5f\u5bc6\u6f0f\u3048\u3044<\/strong>\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5165\u308c\u305f\u6587\u66f8\u304c\u5916\u90e8\u306b\u9001\u4fe1\u3055\u308c\u308b<\/li>\n<\/ul>\n<p>\u793e\u5185\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u306f\u3001Azure OpenAI Service \u306e\u3088\u3046\u306b\u9694\u96e2\u74b0\u5883\u3067\u63a8\u8ad6\u3059\u308b\u4ed5\u7d44\u307f<a href=\"https:\/\/azure.microsoft.com\/ja-jp\/products\/ai-services\/openai-service\">Microsoft Azure<\/a>\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u30ea\u30b9\u30af\u4f4e\u6e1b\u306e\u5b9f\u8df5\u4f8b<\/h3>\n<p>\u2460 \u91cd\u8981\u56de\u7b54\u306b\u306f\u691c\u7d22 API \u3067\u88cf\u53d6\u308a\u3092\u884c\u3046 \u2461 \u30e2\u30c7\u30eb\u304c\u7b54\u3048\u3092\u77e5\u3089\u306a\u3044\u5834\u5408\u306f\u300c\u4e0d\u660e\u300d\u3068\u8fd4\u3059\u3088\u3046\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u660e\u793a\u2015\u2015\u3068\u3044\u3063\u305f\u591a\u5c64\u9632\u5fa1\u304c\u52b9\u679c\u7684\u3067\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u3068\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u306f\u300c\u5b66\u7fd2\u3057\u76f4\u3055\u305a\u3001\u6307\u793a\u3060\u3051\u3067\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3059\u308b\u300d\u9769\u65b0\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002\u30c7\u30fc\u30bf\u6e96\u5099\u3084\u8a08\u7b97\u8cc7\u6e90\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u308b\u4e00\u65b9\u3001\u5e7b\u899a\u3084\u30d0\u30a4\u30a2\u30b9\u5bfe\u7b56\u306f\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u3068\u8a55\u4fa1\u624b\u7d9a\u304d\u3092\u6574\u3048\u3001\u9069\u6750\u9069\u6240\u3067\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u304c\u73fe\u5834\u3067\u306e\u6210\u679c\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n<div class=\"custom-embed\"><div class=\"embed-thumbnail\"><a href=\"https:\/\/voix.jp\/ai\/generative-ai\/what-is-generative-ai-a-simple-explanation\/\"><img decoding=\"async\" src=\"https:\/\/voix.jp\/ai\/wp-content\/uploads\/sites\/13\/2025\/11\/what-is-generative-ai-a-simple-explanation-373x196.jpg\" alt=\"\u751f\u6210AI\u306b\u3064\u3044\u3066\u6982\u5ff5\u3092\u521d\u5fc3\u8005\u306b\u3082\u308f\u304b\u308a\u6613\u304f\u89e3\u8aac\"><\/a><\/div><div class=\"embed-title\"><a href=\"https:\/\/voix.jp\/ai\/generative-ai\/what-is-generative-ai-a-simple-explanation\/\">\u751f\u6210AI\u306b\u3064\u3044\u3066\u6982\u5ff5\u3092\u521d\u5fc3\u8005\u306b\u3082\u308f\u304b\u308a\u6613\u304f\u89e3\u8aac<\/a><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\uff0f\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u306e\u57fa\u672c \u751f\u6210AI\u306b\u8cea\u554f\u3084\u30bf\u30b9\u30af\u3092\u4e0e\u3048\u308b\u3068\u304d\u3001\u30e2\u30c7\u30eb\u304c\u300c\u4f8b\u300d\u3092\u3069\u308c\u3060\u3051\u898b\u308b\u304b\u3067\u6027\u80fd\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u306f\u4f8b\u3092\u307e\u3063\u305f\u304f\u793a\u3055\u305a\u306b\u6307\u793a\u3060\u3051\u3092\u66f8\u304f\u65b9\u6cd5\u3001\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u306f2\u301c5\u4ef6\u7a0b\u5ea6\u306e\u4f8b\u3092 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":98,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_yoast_wpseo_title":"","footnotes":""},"categories":[2],"tags":[],"class_list":["post-102","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-generative-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium 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