COFFEXIUM v1.0

ChatGPT\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u5bfe\u7b56\u5b8c\u5168\u30ac\u30a4\u30c9\uff01\u4fe1\u983c\u6027\u3092\u9ad8\u3081\u308b\u5177\u4f53\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8a73\u3057\u304f\u7d39\u4ecb<\/a><\/blockquote><\/iframe>\n<\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u5c02\u9580\u7684\u3067\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306b\u306f\u5411\u304b\u306a\u3044<\/h3>\n\n\n\n<p>Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u3001AI\u304c\u6301\u3064\u4e00\u822c\u7684\u306a\u77e5\u8b58\u306e\u7bc4\u56f2\u3067\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001\u975e\u5e38\u306b\u5c02\u9580\u7684\u306a\u5206\u91ce\u306e\u8cea\u554f\u3084\u3001\u8907\u6570\u306e\u6761\u4ef6\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3001\u3042\u308b\u3044\u306f\u7279\u5b9a\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u306e\u51fa\u529b\u3092\u6c42\u3081\u308b\u4f5c\u696d\u306b\u306f\u5bfe\u5fdc\u3057\u304d\u308c\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306a\u5834\u5408\u306f\u3001Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3067AI\u3092\u6b63\u3057\u304f\u5c0e\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<p>\u6b21\u306b\u3001\u9ad8\u3044\u7cbe\u5ea6\u3092\u5f15\u304d\u51fa\u305b\u308bFew-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u624b\u9593\u304c\u304b\u304b\u308b\u5206\u3001\u5f97\u3089\u308c\u308b\u30ea\u30bf\u30fc\u30f3\u3082\u5927\u304d\u3044\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e1\u30ea\u30c3\u30c8\uff1a\u56de\u7b54\u306e\u7cbe\u5ea6\u3092\u7d30\u304b\u304f\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u30e1\u30ea\u30c3\u30c8\uff1aAI\u306e\u5b66\u7fd2\u80fd\u529b\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u305b\u308b<\/li>\n\n\n\n<li>\u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u9069\u5207\u306a\u4f8b\u3092\u6e96\u5099\u3059\u308b\u624b\u9593\u304c\u304b\u304b\u308b<\/li>\n\n\n\n<li>\u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u9577\u304f\u306a\u308a\u3084\u3059\u3044<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u7279\u6027\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u3088\u308a\u52b9\u679c\u7684\u306b\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e1\u30ea\u30c3\u30c8\uff1a\u56de\u7b54\u306e\u7cbe\u5ea6\u3092\u7d30\u304b\u304f\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3067\u304d\u308b<\/h3>\n\n\n\n<p><strong>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u3001\u4f8b\u3092\u901a\u3057\u3066AI\u306b\u300c\u6b63\u89e3\u300d\u306e\u5f62\u3092\u6559\u3048\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u51fa\u529b\u3055\u308c\u308b\u6587\u7ae0\u306e\u30c8\u30fc\u30f3\u3001\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3001\u5185\u5bb9\u306e\u6df1\u3055\u306a\u3069\u3092\u7d30\u304b\u304f\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI\u3092\u81ea\u5206\u597d\u307f\u306e\u512a\u79c0\u306a\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3068\u3057\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3066\u3044\u304f\u3088\u3046\u306a\u611f\u899a\u3067\u3001\u56de\u7b54\u306e\u8cea\u3092\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e1\u30ea\u30c3\u30c8\uff1aAI\u306e\u5b66\u7fd2\u80fd\u529b\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u305b\u308b<\/h3>\n\n\n\n<p><strong>AI\u306f\u3001\u6587\u8108\u304b\u3089\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3059\u308b\u80fd\u529b\u306b\u9577\u3051\u3066\u3044\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u3044\u304f\u3064\u304b\u306e\u4f8b\u3092\u4e0e\u3048\u308b\u3053\u3068\u306f\u3001\u3053\u306eAI\u306e\u80fd\u529b\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u306e\u4e2d\u306b\u542b\u307e\u308c\u308b\u6697\u9ed9\u7684\u306a\u30eb\u30fc\u30eb\u3084\u30cb\u30e5\u30a2\u30f3\u30b9\u3092AI\u304c\u8aad\u307f\u53d6\u308a\u3001\u305d\u308c\u4ee5\u964d\u306e\u30bf\u30b9\u30af\u306b\u3082\u5fdc\u7528\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u3001\u3088\u308a\u9ad8\u5ea6\u3067\u4eba\u9593\u3089\u3057\u3044\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3061\u3089\u306f\u3001\u306a\u305cFew-shot\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u6587\u8108\u5185\u5b66\u7fd2\uff09\u3067AI\u306e\u6027\u80fd\u304c\u5411\u4e0a\u3059\u308b\u306e\u304b\u3001\u305d\u306e\u4ed5\u7d44\u307f\u3092\u5206\u6790\u3057\u305f\u7814\u7a76\u3067\u3059\u3002\u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/aclanthology.org\/2022.emnlp-main.759.pdf\">https:\/\/aclanthology.org\/2022.emnlp-main.759.pdf<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1864\" height=\"1040\" src=\"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-30-23.07.41.png\" alt=\"\" class=\"wp-image-11479\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u9069\u5207\u306a\u4f8b\u3092\u6e96\u5099\u3059\u308b\u624b\u9593\u304c\u304b\u304b\u308b<\/h3>\n\n\n\n<p><strong>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6700\u5927\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u8cea\u306e\u9ad8\u3044\u4f8b\u3092\u6e96\u5099\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u70b9\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u3069\u306e\u3088\u3046\u306a\u4f8b\u3092\u793a\u3059\u304b\u306b\u3088\u3063\u3066\u3001AI\u306e\u56de\u7b54\u306e\u8cea\u304c\u5927\u304d\u304f\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30bf\u30b9\u30af\u306e\u610f\u56f3\u304c\u7684\u78ba\u306b\u4f1d\u308f\u308b\u3088\u3046\u306a\u3001\u5206\u304b\u308a\u3084\u3059\u304f\u4e00\u8cab\u6027\u306e\u3042\u308b\u4f8b\u3092\u8907\u6570\u8003\u3048\u308b\u306b\u306f\u3001\u6642\u9593\u3068\u52b4\u529b\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u9577\u304f\u306a\u308a\u3084\u3059\u3044<\/h3>\n\n\n\n<p><strong>\u6307\u793a\u306b\u52a0\u3048\u3066\u8907\u6570\u306e\u4f8b\u3092\u542b\u3081\u308b\u305f\u3081\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u5168\u4f53\u306e\u6587\u5b57\u6570\u304c\u3069\u3046\u3057\u3066\u3082\u9577\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u5165\u529b\u3067\u304d\u308b\u6587\u5b57\u6570\u306b\u5236\u9650\u304c\u3042\u308bAI\u30e2\u30c7\u30eb\u3067\u306f\u4f7f\u3044\u306b\u304f\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u8907\u96d1\u306b\u306a\u308a\u3059\u304e\u308b\u3068\u3001\u304b\u3048\u3063\u3066AI\u304c\u6df7\u4e71\u3057\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u3082\u3042\u308b\u305f\u3081\u3001\u7c21\u6f54\u3067\u5206\u304b\u308a\u3084\u3059\u3044\u4f8b\u3092\u9078\u3076\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3010\u4f8b\u6587\u3067\u6bd4\u8f03\u3011Zero-shot\u3068Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u66f8\u304d\u65b9<\/h2>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u5177\u4f53\u7684\u306a\u4f8b\u6587\u3092\u901a\u3057\u3066\u3001Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3068Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u9055\u3044\u3092\u4f53\u611f\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u540c\u3058\u30bf\u30b9\u30af\u3067\u3082\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4f5c\u308a\u65b9\u3067\u51fa\u529b\u7d50\u679c\u304c\u5927\u304d\u304f\u5909\u308f\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f8b\u6587\u2460\uff1a\u611f\u60c5\u5206\u6790\uff08\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u306e\u5206\u985e\uff09<\/li>\n\n\n\n<li>\u4f8b\u6587\u2461\uff1a\u7279\u5b9a\u306e\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u306e\u30bb\u30ea\u30d5\u4f5c\u6210<\/li>\n\n\n\n<li>\u4f8b\u6587\u2462\uff1a\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u4f5c\u6210<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u4f8b\u3092\u53c2\u8003\u306b\u3001\u305c\u3072\u3054\u81ea\u8eab\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u4f5c\u6210\u306b\u5f79\u7acb\u3066\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>AI\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e\u578b\u3068\u3057\u3066\u3001Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u4ee5\u5916\u306b\u300c\u6df1\u6d25\u5f0f\u30d7\u30ed\u30f3\u30d7\u30c8\u300d\u3082\u975e\u5e38\u306b\u6709\u540d\u3067\u3059\u3002\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-taskhub wp-block-embed-taskhub\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"c2NndNRK7i\"><a href=\"https:\/\/taskhub.jp\/use-case\/chatgpt-fukatsustyle-prompt\/\">ChatGPT\u3092\u6700\u5927\u9650\u4f7f\u3044\u3053\u306a\u3059\uff01\u6df1\u6d25\u5f0f\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4f7f\u3044\u65b9\u3092\u5fb9\u5e95\u7d39\u4ecb\u3010\u4fdd\u5b58\u7248\u3011<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"“ChatGPT\u3092\u6700\u5927\u9650\u4f7f\u3044\u3053\u306a\u3059\uff01\u6df1\u6d25\u5f0f\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4f7f\u3044\u65b9\u3092\u5fb9\u5e95\u7d39\u4ecb\u3010\u4fdd\u5b58\u7248\u3011” — Taskhub\" src=\"https:\/\/taskhub.jp\/use-case\/chatgpt-fukatsustyle-prompt\/embed\/#?secret=QSjKx4Ebf9#?secret=c2NndNRK7i\" data-secret=\"c2NndNRK7i\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f8b\u6587\u2460\uff1a\u611f\u60c5\u5206\u6790\uff08\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u306e\u5206\u985e\uff09<\/h3>\n\n\n\n<p><strong>Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong><\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:102px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<pre class=\"wp-block-code\"><code>\u4ee5\u4e0b\u306e\u6587\u7ae0\u304c\u30dd\u30b8\u30c6\u30a3\u30d6\u304b\u30cd\u30ac\u30c6\u30a3\u30d6\u304b\u5224\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u6587\u7ae0\uff1a\u3053\u306e\u30ec\u30b9\u30c8\u30e9\u30f3\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u672c\u5f53\u306b\u7d20\u6674\u3089\u3057\u304b\u3063\u305f\u3002<\/code><\/pre>\n<\/div>\n<\/div><\/div>\n\n\n\n<p><strong>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong><\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:259px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<pre class=\"wp-block-code\"><code>\u4ee5\u4e0b\u306e\u4f8b\u306e\u3088\u3046\u306b\u3001\u6587\u7ae0\u304c\u30dd\u30b8\u30c6\u30a3\u30d6\u304b\u30cd\u30ac\u30c6\u30a3\u30d6\u304b\u5224\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u6587\u7ae0\uff1a\u3053\u306e\u6620\u753b\u306f\u611f\u52d5\u7684\u3067\u3001\u6d99\u304c\u6b62\u307e\u3089\u306a\u304b\u3063\u305f\u3002\n\u611f\u60c5\uff1a\u30dd\u30b8\u30c6\u30a3\u30d6\n\n\u6587\u7ae0\uff1a\u65b0\u88fd\u54c1\u306e\u4f7f\u3044\u65b9\u304c\u8907\u96d1\u3067\u3001\u5168\u304f\u7406\u89e3\u3067\u304d\u306a\u304b\u3063\u305f\u3002\n\u611f\u60c5\uff1a\u30cd\u30ac\u30c6\u30a3\u30d6\n\n\u6587\u7ae0\uff1a\u3053\u306e\u30ec\u30b9\u30c8\u30e9\u30f3\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u672c\u5f53\u306b\u7d20\u6674\u3089\u3057\u304b\u3063\u305f\u3002\n\u611f\u60c5\uff1a<\/code><\/pre>\n<\/div>\n<\/div><\/div>\n\n\n\n<p>Few-shot\u3067\u306f\u3001\u51fa\u529b\u5f62\u5f0f\uff08\u611f\u60c5\uff1a\u3007\u3007\uff09\u3082\u6307\u5b9a\u3067\u304d\u3066\u3044\u308b\u306e\u304c\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f8b\u6587\u2461\uff1a\u7279\u5b9a\u306e\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u306e\u30bb\u30ea\u30d5\u4f5c\u6210<\/h3>\n\n\n\n<p><strong>Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong><\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:66px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<pre class=\"wp-block-code\"><code>\u52c7\u6562\u306a\u9a0e\u58eb\u306e\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u306e\u30bb\u30ea\u30d5\u3092\u8003\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/code><\/pre>\n<\/div>\n<\/div><\/div>\n\n\n\n<p><strong>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong><\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:146px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<pre class=\"wp-block-code\"><code>\u4ee5\u4e0b\u306f\u3001\u52c7\u6562\u306a\u9a0e\u58eb\u300c\u30a2\u30eb\u30d5\u30ec\u30c3\u30c9\u300d\u306e\u30bb\u30ea\u30d5\u306e\u4f8b\u3067\u3059\u3002\u5f7c\u3089\u3057\u3044\u30bb\u30ea\u30d5\u3092\u65b0\u3057\u304f\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u4f8b1\uff1a\u300c\u3053\u306e\u5263\u306b\u304b\u3051\u3066\u3001\u5fc5\u305a\u3084\u6c11\u3092\u5b88\u308a\u629c\u3044\u3066\u307f\u305b\u308b\uff01\u300d\n\u4f8b2\uff1a\u300c\u3044\u304b\u306a\u308b\u56f0\u96e3\u304c\u5f85\u3061\u53d7\u3051\u3088\u3046\u3068\u3001\u6211\u304c\u4fe1\u5ff5\u306f\u63fa\u308b\u304c\u306a\u3044\u3002\u300d\n\n\u65b0\u3057\u3044\u30bb\u30ea\u30d5\uff1a<\/code><\/pre>\n<\/div>\n<\/div><\/div>\n\n\n\n<p>Few-shot\u3067\u306f\u3001\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u306e\u53e3\u8abf\u3084\u4e00\u4eba\u79f0\uff08\u6211\uff09\u3068\u3044\u3063\u305f\u7d30\u304b\u3044\u90e8\u5206\u307e\u3067AI\u304c\u5b66\u7fd2\u3057\u3001\u3088\u308a\u300c\u3089\u3057\u3044\u300d\u30bb\u30ea\u30d5\u304c\u751f\u6210\u3055\u308c\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f8b\u6587\u2462\uff1a\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u4f5c\u6210<\/h3>\n\n\n\n<p><strong>Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong><\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:76px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<pre class=\"wp-block-code\"><code>\u65b0\u5546\u54c1\u306e\u30bb\u30fc\u30eb\u3092\u544a\u77e5\u3059\u308b\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u3092\u8003\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/code><\/pre>\n<\/div>\n<\/div><\/div>\n\n\n\n<p><strong>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong><\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:237px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<pre class=\"wp-block-code\"><code>\u4ee5\u4e0b\u306f\u3001\u30af\u30ea\u30c3\u30af\u3057\u305f\u304f\u306a\u308b\u3088\u3046\u306a\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u306e\u4f8b\u3067\u3059\u3002\u3053\u306e\u4f8b\u3092\u53c2\u8003\u306b\u3057\u3066\u3001\u65b0\u5546\u54c1\u306e\u30bb\u30fc\u30eb\u3092\u544a\u77e5\u3059\u308b\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u30923\u3064\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u4f8b1\uff1a\u3010\u6b8b\u308a24\u6642\u9593\u3011\u5168\u54c150%OFF\u30bb\u30fc\u30eb\u3001\u307e\u3082\u306a\u304f\u7d42\u4e86\uff01\n\u4f8b2\uff1a\u3007\u3007\u69d8\u3060\u3051\u3078\u306e\u7279\u5225\u306a\u3054\u6848\u5185\u3067\u3059\u3002\n\u4f8b3\uff1a\u3010\u898b\u9003\u3057\u53b3\u7981\u3011\u3042\u306e\u4eba\u6c17\u5546\u54c1\u304c\u3001\u4eca\u3060\u3051\u885d\u6483\u4fa1\u683c\u3067\u3002\n\n\u65b0\u3057\u3044\u4ef6\u540d\uff1a<\/code><\/pre>\n<\/div>\n<\/div><\/div>\n\n\n\n<p>Few-shot\u306e\u4f8b\u3067\u306f\u3001\u3010\u3011\u3092\u4f7f\u3046\u3001\u9650\u5b9a\u611f\u3092\u51fa\u3059\u3068\u3044\u3063\u305f\u5177\u4f53\u7684\u306a\u30c6\u30af\u30cb\u30c3\u30af\u3092AI\u306b\u5b66\u3070\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u3088\u308a\u5b9f\u8df5\u7684\u306a\u4ef6\u540d\u306e\u30a2\u30a4\u30c7\u30a2\u3092\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u30d3\u30b8\u30cd\u30b9\u30b7\u30fc\u30f3\u3067\u306e\u696d\u52d9\u52b9\u7387\u5316\u306b\u7279\u5316\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u96c6\u3082\u3054\u7528\u610f\u3057\u3066\u3044\u307e\u3059\u3002\u30a2\u30a4\u30c7\u30a2\u51fa\u3057\u304b\u3089\u8cc7\u6599\u4f5c\u6210\u307e\u3067\u3001\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3092\u5e45\u5e83\u304f\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-taskhub wp-block-embed-taskhub\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"07QZ0al0RJ\"><a href=\"https:\/\/taskhub.jp\/use-case\/chatgpt-business-efficiency-prompt\/\">ChatGPT\u3067\u696d\u52d9\u52b9\u7387\u5316\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c85\u9078<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"“ChatGPT\u3067\u696d\u52d9\u52b9\u7387\u5316\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c85\u9078” — Taskhub\" src=\"https:\/\/taskhub.jp\/use-case\/chatgpt-business-efficiency-prompt\/embed\/#?secret=8xKL1LJud8#?secret=07QZ0al0RJ\" data-secret=\"07QZ0al0RJ\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u7cbe\u5ea6\u3092\u3055\u3089\u306b\u4e0a\u3052\u308b3\u3064\u306e\u30b3\u30c4<\/h2>\n\n\n\n<p>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u975e\u5e38\u306b\u5f37\u529b\u3067\u3059\u304c\u3001\u3055\u3089\u306b\u305d\u306e\u52b9\u679c\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e\u30b3\u30c4\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u3088\u308a\u8cea\u306e\u9ad8\u3044\u56de\u7b54\u3092\u5f15\u304d\u51fa\u3059\u305f\u3081\u306e3\u3064\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b3\u30c4\u2460\uff1a\u8cea\u306e\u9ad8\u3044\u5177\u4f53\u4f8b\u3092\u7528\u610f\u3059\u308b<\/li>\n\n\n\n<li>\u30b3\u30c4\u2461\uff1a\u4f8b\u306e\u5f62\u5f0f\uff08\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\uff09\u3092\u7d71\u4e00\u3059\u308b<\/li>\n\n\n\n<li>\u30b3\u30c4\u2462\uff1a\u4f8b\u306e\u6570\u3092\u8abf\u6574\u3059\u308b\uff08One-shot\u3082\u8a66\u3059\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30b3\u30c4\u3092\u610f\u8b58\u3059\u308b\u3060\u3051\u3067\u3001AI\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u683c\u6bb5\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30c4\u2460\uff1a\u8cea\u306e\u9ad8\u3044\u5177\u4f53\u4f8b\u3092\u7528\u610f\u3059\u308b<\/h3>\n\n\n\n<p><strong>\u6700\u7d42\u7684\u306b\u5f97\u305f\u3044\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306e\u7406\u60f3\u5f62\u3068\u306a\u308b\u3088\u3046\u306a\u3001\u8cea\u306e\u9ad8\u3044\u4f8b\u3092\u53b3\u9078\u3057\u3066\u63d0\u793a\u3059\u308b\u3053\u3068\u304c\u6700\u3082\u91cd\u8981\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p>AI\u306f\u63d0\u793a\u3055\u308c\u305f\u4f8b\u3092\u7d76\u5bfe\u7684\u306a\u624b\u672c\u3068\u3057\u3066\u5b66\u7fd2\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001\u3082\u3057\u4f8b\u306e\u8cea\u304c\u4f4e\u304b\u3063\u305f\u308a\u3001\u9593\u9055\u3044\u304c\u542b\u307e\u308c\u3066\u3044\u305f\u308a\u3059\u308b\u3068\u3001\u51fa\u529b\u3055\u308c\u308b\u56de\u7b54\u306e\u8cea\u3082\u305d\u308c\u306b\u5f15\u304d\u305a\u3089\u308c\u3066\u4f4e\u4e0b\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3061\u3089\u306f\u3001Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6027\u80fd\u3092\u3055\u3089\u306b\u5f15\u304d\u51fa\u3059\u305f\u3081\u306e\u8abf\u6574\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8ad6\u3058\u305f\u8ad6\u6587\u3067\u3059\u3002\u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/pdf\/2102.09690\">https:\/\/arxiv.org\/pdf\/2102.09690<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1962\" height=\"776\" src=\"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-30-22.33.10.png\" alt=\"\" class=\"wp-image-11469\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30c4\u2461\uff1a\u4f8b\u306e\u5f62\u5f0f\uff08\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\uff09\u3092\u7d71\u4e00\u3059\u308b<\/h3>\n\n\n\n<p><strong>\u8907\u6570\u306e\u4f8b\u3092\u793a\u3059\u969b\u306b\u306f\u3001\u305d\u306e\u5f62\u5f0f\u3084\u69cb\u9020\u3092\u5fc5\u305a\u7d71\u4e00\u3057\u307e\u3057\u3087\u3046\u3002<\/strong><\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u300c\u8cea\u554f\uff1a\u3007\u3007 \u56de\u7b54\uff1a\u25b3\u25b3\u300d\u3068\u3044\u3046\u5f62\u5f0f\u3092\u4f7f\u3046\u3068\u6c7a\u3081\u305f\u3089\u3001\u5168\u3066\u306e\u4f8b\u3067\u305d\u306e\u5f62\u5f0f\u3092\u5fb9\u5e95\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u304c\u7d71\u4e00\u3055\u308c\u3066\u3044\u308b\u3068\u3001AI\u306f\u30d1\u30bf\u30fc\u30f3\u3092\u8a8d\u8b58\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u30bf\u30b9\u30af\u306e\u6307\u793a\u3092\u3088\u308a\u6b63\u78ba\u306b\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u8cab\u6027\u306e\u306a\u3044\u4f8b\u306f\u3001AI\u3092\u6df7\u4e71\u3055\u305b\u308b\u539f\u56e0\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30c4\u2462\uff1a\u4f8b\u306e\u6570\u3092\u8abf\u6574\u3059\u308b\uff08One-shot\u3082\u8a66\u3059\uff09<\/h3>\n\n\n\n<p><strong>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u306f\u3001\u4e00\u822c\u7684\u306b2\u301c5\u500b\u7a0b\u5ea6\u306e\u4f8b\u304c\u52b9\u679c\u7684\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u6700\u9069\u306a\u4f8b\u306e\u6570\u306f\u30bf\u30b9\u30af\u306e\u8907\u96d1\u3055\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u4f8b\u304c\u591a\u3059\u304e\u308b\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u9577\u304f\u306a\u308a\u3059\u304e\u3001\u9006\u306bAI\u304c\u6df7\u4e71\u3059\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u306f2\u301c3\u500b\u3067\u8a66\u3057\u3001\u3082\u3057\u7cbe\u5ea6\u304c\u4e0d\u5341\u5206\u3067\u3042\u308c\u3070\u4f8b\u3092\u5897\u3084\u3057\u305f\u308a\u3001\u9006\u306b\u6e1b\u3089\u3057\u305f\u308a\u3057\u3066\u8abf\u6574\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u4f8b\u30921\u3064\u3060\u3051\u793a\u3059\u300cOne-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u300d\u3082\u6709\u52b9\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002Few-shot\u3067\u3046\u307e\u304f\u3044\u304b\u306a\u3044\u6642\u306b\u8a66\u3057\u3066\u307f\u308b\u4fa1\u5024\u306f\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3061\u3089\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u4f8b\u3092\u591a\u304f\u542b\u3081\u3059\u304e\u308b\u3053\u3068\u306e\u554f\u984c\u70b9\u306b\u3064\u3044\u3066\u8b66\u9418\u3092\u9cf4\u3089\u3057\u305f\u6700\u65b0\u306e\u7814\u7a76\u3067\u3059\u3002\u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/arxiv.org\/abs\/2509.13196\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2509.13196<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3042\u306a\u305f\u306e\u6307\u793a\u3001AI\u306b\u5c4a\u3044\u3066\u308b\uff1f\u30d7\u30ed\u30f3\u30d7\u30c8\u4e00\u3064\u3067\u5909\u308f\u308b\u300c\u6307\u793a\u5f85\u3061AI\u300d\u3068\u300c\u6700\u5f37\u306e\u76f8\u68d2\u300d<\/h2>\n\n\n\n<p>AI\u306b\u6307\u793a\u3092\u51fa\u3057\u3066\u3082\u3001\u3042\u308a\u304d\u305f\u308a\u306a\u7b54\u3048\u3057\u304b\u8fd4\u3063\u3066\u3053\u306a\u3044\u3002\u305d\u3093\u306a\u98a8\u306b\u611f\u3058\u3066\u3044\u307e\u305b\u3093\u304b\uff1f\u5b9f\u306f\u305d\u306e\u539f\u56e0\u3001\u3042\u306a\u305f\u306e\u6307\u793a\u306e\u51fa\u3057\u65b9\u306b\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002AI\u306e\u6027\u80fd\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u30d7\u30ed\u30f3\u30d7\u30c8\u6280\u8853\u306f\u3001\u4eca\u3084\u30d3\u30b8\u30cd\u30b9\u306b\u4e0d\u53ef\u6b20\u306a\u30b9\u30ad\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306a\u3069\u306e\u7814\u7a76\u3067\u3082\u3001AI\u3078\u306e\u300c\u6559\u3048\u65b9\u300d\u6b21\u7b2c\u3067\u305d\u306e\u80fd\u529b\u304c\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u3042\u308a\u304d\u305f\u308a\u306a\u56de\u7b54\u3057\u304b\u5f97\u3089\u308c\u306a\u3044\u300c\u6307\u793a\u5f85\u3061AI\u300d\u3092\u3001\u3042\u306a\u305f\u306e\u610f\u56f3\u3092\u6b63\u78ba\u306b\u6c72\u307f\u53d6\u308b\u300c\u6700\u5f37\u306e\u76f8\u68d2\u300d\u306b\u5909\u3048\u308b\u305f\u3081\u306e\u3001\u5177\u4f53\u7684\u306a\u6307\u793a\u65b9\u6cd5\u306e\u9055\u3044\u3068\u30b3\u30c4\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u3010\u8b66\u544a\u3011\u305d\u306e\u6307\u793a\u3067\u306f\u3001AI\u306f\u300c\u5e73\u5747\u70b9\u300d\u306e\u7b54\u3048\u3057\u304b\u51fa\u305b\u306a\u3044<\/h3>\n\n\n\n<p>\u300c\u65b0\u5546\u54c1\u306e\u30ad\u30e3\u30c3\u30c1\u30b3\u30d4\u30fc\u3092\u8003\u3048\u3066\u300d\u3068\u3044\u3063\u305f\u6f20\u7136\u3068\u3057\u305f\u6307\u793a\u3001\u3044\u308f\u3086\u308b\u300cZero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u300d\u3092\u6295\u3052\u3066\u3044\u307e\u305b\u3093\u304b\uff1f\u3053\u308c\u3067\u306fAI\u306f\u3001\u5b66\u7fd2\u3057\u305f\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u6700\u3082\u7121\u96e3\u3067\u5e73\u5747\u7684\u306a\u7b54\u3048\u3092\u8fd4\u3059\u3053\u3068\u3057\u304b\u3067\u304d\u307e\u305b\u3093\u3002\u306a\u305c\u306a\u3089\u3001AI\u306f\u3042\u306a\u305f\u304c\u3069\u3093\u306a\u6587\u8108\u3067\u3001\u3069\u3093\u306a\u30c8\u30fc\u30f3\u306e\u3001\u3069\u3093\u306a\u5f62\u5f0f\u306e\u7b54\u3048\u3092\u6c42\u3081\u3066\u3044\u308b\u306e\u304b\u5168\u304f\u7406\u89e3\u3067\u304d\u3066\u3044\u306a\u3044\u304b\u3089\u3067\u3059\u3002\u3053\u306e\u72b6\u614b\u304c\u7d9a\u304f\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u554f\u984c\u304c\u8d77\u3053\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f55\u5ea6\u3082\u6307\u793a\u3092\u4fee\u6b63\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u6642\u9593\u304c\u304b\u304b\u308b<\/li>\n\n\n\n<li>\u5f53\u305f\u308a\u969c\u308a\u306e\u306a\u3044\u3001\u5275\u9020\u6027\u306e\u306a\u3044\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3057\u304b\u5f97\u3089\u308c\u306a\u3044<\/li>\n\n\n\n<li>AI\u306f\u4f7f\u3048\u306a\u3044\u30c4\u30fc\u30eb\u3060\u3068\u8aa4\u89e3\u3057\u3066\u3057\u307e\u3046<\/li>\n<\/ul>\n\n\n\n<p>AI\u3068\u306e\u9593\u306b\u300c\u6307\u793a\u306e\u30ba\u30ec\u300d\u304c\u751f\u3058\u3066\u3044\u308b\u3053\u3068\u306b\u6c17\u3065\u304b\u306a\u3044\u307e\u307e\u3067\u306f\u3001\u305b\u3063\u304b\u304f\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3092\u5b9d\u306e\u6301\u3061\u8150\u308c\u306b\u3057\u3066\u3057\u307e\u3046\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5f15\u7528\u5143\uff1a<\/p>\n\n\n\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u30bf\u30b9\u30af\u306e\u5177\u4f53\u4f8b\u3092\u5c11\u6570\u542b\u3081\u308b\u3053\u3068\uff08Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u3067\u3001\u6587\u8108\u306b\u5fdc\u3058\u305f\u30bf\u30b9\u30af\u5b9f\u884c\u80fd\u529b\u304c\u5287\u7684\u306b\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u304c\u4f8b\u304b\u3089\u30bf\u30b9\u30af\u306e\u610f\u56f3\u3084\u5f62\u5f0f\u3092\u5b66\u7fd2\u3059\u308b\u305f\u3081\u3067\u3059\u3002\uff08Brown, T. B., Mann, B., et al. “Language Models are Few-Shot Learners.” 2020\u5e74\uff09<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u3010\u5b9f\u8df5\u3011AI\u3092\u300c\u6700\u5f37\u306e\u76f8\u68d2\u300d\u306b\u5909\u3048\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u8853<\/h3>\n\n\n\n<p>\u3067\u306f\u3001\u300c\u8ce2\u304f\u4f7f\u3046\u4eba\u300d\u306fAI\u306b\u3069\u3046\u6307\u793a\u3092\u51fa\u3057\u3066\u3044\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002\u7b54\u3048\u306f\u3001AI\u306b\u300c\u304a\u624b\u672c\u300d\u3092\u898b\u305b\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u8ab0\u3067\u3082\u4eca\u65e5\u304b\u3089\u5b9f\u8df5\u3067\u304d\u308b3\u3064\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u4f7f\u3044\u65b9\u2460\uff1a\u5b8c\u74a7\u306a\u300c\u304a\u624b\u672c\u300d\u3092\u4e00\u3064\u898b\u305b\u308b<\/strong><\/p>\n\n\n\n<p>\u307e\u305a\u306f\u3001\u3042\u306a\u305f\u304c\u5f97\u305f\u3044\u6700\u7d42\u7684\u306a\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306e\u5b8c\u74a7\u306a\u4f8b\u3092\u4e00\u3064\u3060\u3051\u793a\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u3053\u308c\u3092\u300cOne-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u300d\u3068\u547c\u3073\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u3092\u8003\u3048\u308b\u306a\u3089\u3001\u5358\u306b\u300c\u4ef6\u540d\u3092\u8003\u3048\u3066\u300d\u3067\u306f\u306a\u304f\u3001\u3042\u306a\u305f\u304c\u7406\u60f3\u3068\u3059\u308b\u4ef6\u540d\u3092\u4e00\u3064\u4f8b\u3068\u3057\u3066\u63d0\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:170px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u4f8b\uff1a<\/p>\n\n\n\n<p>\u300c\u4ee5\u4e0b\u306e\u4f8b\u3092\u53c2\u8003\u306b\u3057\u3066\u3001\u65b0\u5546\u54c1\u306e\u30bb\u30fc\u30eb\u3092\u544a\u77e5\u3059\u308b\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u30923\u3064\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u4f8b\uff1a\u3010\u898b\u9003\u3057\u53b3\u7981\u3011\u3042\u306e\u4eba\u6c17\u5546\u54c1\u304c\u3001\u4eca\u3060\u3051\u885d\u6483\u4fa1\u683c\u3067\u3002\u300d<\/p>\n<\/div>\n<\/div><\/div>\n\n\n\n<p>\u305f\u3063\u305f\u4e00\u3064\u306e\u304a\u624b\u672c\u3067\u3001AI\u306f\u3010\u3011\u3092\u4f7f\u3046\u3053\u3068\u3084\u9650\u5b9a\u611f\u3092\u51fa\u3059\u3068\u3044\u3063\u305f\u91cd\u8981\u306a\u8981\u7d20\u3092\u5b66\u3073\u53d6\u308a\u3001\u3042\u306a\u305f\u306e\u671f\u5f85\u3092\u8d85\u3048\u308b\u56de\u7b54\u3092\u751f\u6210\u3057\u59cb\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u4f7f\u3044\u65b9\u2461\uff1a\u8907\u6570\u306e\u300c\u304a\u624b\u672c\u300d\u3067\u30d1\u30bf\u30fc\u30f3\u3092\u6559\u3048\u308b<\/strong><\/p>\n\n\n\n<p>\u6b21\u306b\u3001\u8907\u6570\u306e\u4f8b\u3092\u793a\u3057\u3066\u3001\u56de\u7b54\u306e\u30d1\u30bf\u30fc\u30f3\u3092AI\u306b\u6df1\u304f\u5b66\u7fd2\u3055\u305b\u308b\u300cFew-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u300d\u3092\u8a66\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u56de\u7b54\u306e\u7cbe\u5ea6\u3068\u4e00\u8cab\u6027\u304c\u683c\u6bb5\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:395px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u4f8b\uff1a<\/p>\n\n\n\n<p>\u300c\u4ee5\u4e0b\u306e\u4f8b\u306e\u3088\u3046\u306b\u3001\u6587\u7ae0\u304c\u30dd\u30b8\u30c6\u30a3\u30d6\u304b\u30cd\u30ac\u30c6\u30a3\u30d6\u304b\u5224\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u6587\u7ae0\uff1a\u3053\u306e\u6620\u753b\u306f\u611f\u52d5\u7684\u3067\u3001\u6d99\u304c\u6b62\u307e\u3089\u306a\u304b\u3063\u305f\u3002<\/p>\n\n\n\n<p>\u611f\u60c5\uff1a\u30dd\u30b8\u30c6\u30a3\u30d6<\/p>\n\n\n\n<p>\u6587\u7ae0\uff1a\u65b0\u88fd\u54c1\u306e\u4f7f\u3044\u65b9\u304c\u8907\u96d1\u3067\u3001\u5168\u304f\u7406\u89e3\u3067\u304d\u306a\u304b\u3063\u305f\u3002<\/p>\n\n\n\n<p>\u611f\u60c5\uff1a\u30cd\u30ac\u30c6\u30a3\u30d6<\/p>\n\n\n\n<p>\u6587\u7ae0\uff1a\u3053\u306e\u30ec\u30b9\u30c8\u30e9\u30f3\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u672c\u5f53\u306b\u7d20\u6674\u3089\u3057\u304b\u3063\u305f\u3002<\/p>\n\n\n\n<p>\u611f\u60c5\uff1a\u300d<\/p>\n<\/div>\n<\/div><\/div>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u8907\u6570\u306e\u4f8b\u3067\u5165\u51fa\u529b\u306e\u30da\u30a2\u3092\u793a\u3059\u3053\u3068\u3067\u3001AI\u306f\u3042\u306a\u305f\u304c\u671b\u3080\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\uff08\u611f\u60c5\uff1a\u3007\u3007\uff09\u307e\u3067\u6b63\u78ba\u306b\u7406\u89e3\u3057\u3001\u4f5c\u696d\u306e\u7cbe\u5ea6\u304c\u98db\u8e8d\u7684\u306b\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u4f7f\u3044\u65b9\u2462\uff1a\u300c\u5f79\u5272\u300d\u3092\u4e0e\u3048\u3066\u5c02\u9580\u5bb6\u306b\u3059\u308b<\/strong><\/p>\n\n\n\n<p>AI\u306b\u7279\u5b9a\u306e\u5c02\u9580\u5bb6\u306e\u5f79\u5272\u3092\u4e0e\u3048\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u8996\u70b9\u306b\u57fa\u3065\u3044\u305f\u8cea\u306e\u9ad8\u3044\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6f20\u7136\u3068\u8cea\u554f\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001AI\u3092\u305d\u306e\u9053\u306e\u30d7\u30ed\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:137px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained 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OpenAI Service\u3092\u57fa\u76e4\u306b\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u4e07\u5168\u3067\u3001\u60c5\u5831\u6f0f\u3048\u3044\u306e\u5fc3\u914d\u3082\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u3001AI\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\u306b\u3088\u308b\u624b\u539a\u3044\u5c0e\u5165\u30b5\u30dd\u30fc\u30c8\u304c\u3042\u308b\u305f\u3081\u3001\u300cAI\u3092\u3069\u3046\u696d\u52d9\u306b\u6d3b\u304b\u305b\u3070\u3044\u3044\u304b\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u4f01\u696d\u3067\u3082\u5b89\u5fc3\u3057\u3066\u30b9\u30bf\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5c0e\u5165\u5f8c\u3059\u3050\u306b\u52b9\u679c\u3092\u5b9f\u611f\u3067\u304d\u308b\u8a2d\u8a08\u306a\u306e\u3067\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u3088\u3046\u306a\u5c02\u9580\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u3001\u3059\u3050\u306b\u5168\u793e\u7684\u306a\u696d\u52d9\u52b9\u7387\u5316\u304c\u56f3\u308c\u308b\u70b9\u304c\u5927\u304d\u306a\u9b45\u529b\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u306f\u3001Taskhub\u306e\u6d3b\u7528\u4e8b\u4f8b\u3084\u6a5f\u80fd\u3092\u8a73\u3057\u304f\u307e\u3068\u3081\u305f\u3010\u30b5\u30fc\u30d3\u30b9\u6982\u8981\u8cc7\u6599\u3011\u3092\u7121\u6599\u3067\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>Taskhub\u3067\u201c\u30d7\u30ed\u30f3\u30d7\u30c8\u4e0d\u8981\u306e\u751f\u6210AI\u6d3b\u7528\u201d\u3092\u4f53\u9a13\u3057\u3001\u5fa1\u793e\u306eDX\u3092\u4e00\u6c17\u306b\u52a0\u901f\u3055\u305b\u307e\u3057\u3087\u3046\u3002<\/p>\n","protected":false},"author":10,"featured_media":11478,"template":"","tool_tag":[52],"ai_tag":[67,68,61],"class_list":["post-11477","useful","type-useful","status-publish","has-post-thumbnail","hentry","tool_tag-chatgpt","ai_tag-ai_tools","ai_tag-ai_usecases","ai_tag-generativeai"],"acf":[],"aioseo_notices":[],"yoast_head":"\n<title>Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3068Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u9055\u3044\u3068\u306f\uff1fAI\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u4f7f\u3044\u5206\u3051\u3068\u4f8b\u6587\u3092\u89e3\u8aac - Taskhub<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/taskhub.jp\/?useful=zero-shot-vs-few-shot-prompt-difference\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3068Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u9055\u3044\u3068\u306f\uff1fAI\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u4f7f\u3044\u5206\u3051\u3068\u4f8b\u6587\u3092\u89e3\u8aac - Taskhub\" \/>\n<meta property=\"og:description\" content=\"\u300cAI\u306b\u6307\u793a\u3092\u51fa\u3059\u3068\u304d\u3001Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3068Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u3044\u3046\u8a00\u8449\u3092\u805e\u304f\u3051\u3069\u3001\u3069\u3046\u9055\u3046\u306e\uff1f\u300d 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<\/td>	Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8<\/td>	Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8<\/td><\/tr><\/thead>
\u4f8b\u306e\u63d0\u793a<\/strong><\/td>	\u306a\u3057<\/td>	\u3042\u308a\uff082\u301c5\u500b\u7a0b\u5ea6\uff09<\/td><\/tr>
\u624b\u8efd\u3055<\/strong><\/td>	\u7c21\u5358<\/td>	\u624b\u9593\u304c\u304b\u304b\u308b<\/td><\/tr>
\u7cbe\u5ea6<\/strong><\/td>	\u4f4e\u3044\u50be\u5411<\/td>	\u9ad8\u3044\u50be\u5411<\/td><\/tr>
\u5f62\u5f0f\u306e\u6307\u5b9a<\/strong><\/td>	\u96e3\u3057\u3044<\/td>	\u7c21\u5358<\/td><\/tr>
\u4e3b\u306a\u7528\u9014<\/strong><\/td>	\u7c21\u5358\u306a\u8cea\u554f\u3001\u4e00\u822c\u7684\u306a\u6587\u7ae0\u4f5c\u6210<\/td>	\u8907\u96d1\u306a\u6307\u793a\u3001\u7279\u5b9a\u306e\u5f62\u5f0f\u3067\u306e\u51fa\u529b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n \u3010\u3069\u3063\u3061\u3092\u4f7f\u3046\uff1f\u3011Zero-shot\u3068Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4f7f\u3044\u5206\u3051<\/h2>\n\n\n\n Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3068Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u9055\u3044\u3092\u7406\u89e3\u3057\u305f\u3068\u3053\u308d\u3067\u3001\u6b21\u306b\u6c17\u306b\u306a\u308b\u306e\u304c\u300c\u3069\u3061\u3089\u3092\u3044\u3064\u4f7f\u3048\u3070\u826f\u3044\u306e\u304b\u300d\u3068\u3044\u3046\u70b9\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n \u3053\u3053\u3067\u306f\u3001\u5177\u4f53\u7684\u306a\u30b7\u30fc\u30f3\u306b\u5fdc\u3058\u305f\u4f7f\u3044\u5206\u3051\u65b9\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n \n \u624b\u8efd\u306b\u7d20\u65e9\u304f\u56de\u7b54\u304c\u6b32\u3057\u3044\u306a\u3089\u300cZero-shot\u300d<\/li>\n\n\n\n \u56de\u7b54\u306e\u7cbe\u5ea6\u3084\u5f62\u5f0f\u306b\u3053\u3060\u308f\u308a\u305f\u3044\u306a\u3089\u300cFew-shot\u300d<\/li>\n\n\n\n \u30bf\u30b9\u30af\u306e\u8907\u96d1\u3055\u3067\u9078\u3076<\/li>\n<\/ul>\n\n\n\n \u3053\u306e3\u3064\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u610f\u8b58\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u52b9\u7387\u7684\u306bAI\u3092\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n \u3053\u3061\u3089\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u6280\u8853\u306e\u7a2e\u985e\u3084\u5fdc\u7528\u306b\u3064\u3044\u3066\u4f53\u7cfb\u7684\u306b\u307e\u3068\u3081\u3089\u308c\u305f\u8abf\u67fb\u30ec\u30dd\u30fc\u30c8\u3067\u3059\u3002\u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 https:\/\/arxiv.org\/pdf\/2402.07927<\/a><\/p>\n\n\n\n $\"\"$ <\/figure>\n\n\n\n \u624b\u8efd\u306b\u7d20\u65e9\u304f\u56de\u7b54\u304c\u6b32\u3057\u3044\u306a\u3089\u300cZero-shot\u300d<\/h3>\n\n\n\n \u30a2\u30a4\u30c7\u30a2\u306e\u58c1\u6253\u3061\u3092\u3057\u305f\u3044\u6642\u3084\u3001\u4e00\u822c\u7684\u306a\u60c5\u5831\u306b\u3064\u3044\u3066\u7d20\u65e9\u304f\u77e5\u308a\u305f\u3044\u6642\u306a\u3069\u3001\u30b9\u30d4\u30fc\u30c9\u611f\u304c\u6c42\u3081\u3089\u308c\u308b\u5834\u9762\u3067\u306fZero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n \u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8003\u3048\u308b\u624b\u9593\u304c\u307b\u3068\u3093\u3069\u306a\u304f\u3001\u8cea\u554f\u3092\u6295\u3052\u304b\u3051\u308b\u3060\u3051\u3067\u3059\u3050\u306b\u56de\u7b54\u304c\u5f97\u3089\u308c\u308b\u306e\u304c\u6700\u5927\u306e\u9b45\u529b\u3067\u3059\u3002<\/p>\n\n\n\n \u307e\u305a\u306fZero-shot\u3067\u8a66\u3057\u3066\u307f\u3066\u3001\u3082\u3057\u56de\u7b54\u304c\u4e0d\u5341\u5206\u3067\u3042\u308c\u3070Few-shot\u306b\u5207\u308a\u66ff\u3048\u308b\u3001\u3068\u3044\u3046\u4f7f\u3044\u65b9\u304c\u52b9\u7387\u7684\u3067\u3059\u3002<\/p>\n\n\n\n \u56de\u7b54\u306e\u7cbe\u5ea6\u3084\u5f62\u5f0f\u306b\u3053\u3060\u308f\u308a\u305f\u3044\u306a\u3089\u300cFew-shot\u300d<\/h3>\n\n\n\n \u30ec\u30dd\u30fc\u30c8\u306e\u4f5c\u6210\u3084\u30c7\u30fc\u30bf\u5206\u6790\u3001\u7279\u5b9a\u306e\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u306b\u306a\u308a\u304d\u3063\u305f\u6587\u7ae0\u751f\u6210\u306a\u3069\u3001\u51fa\u529b\u306e\u8cea\u3084\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u3053\u3060\u308f\u308a\u305f\u3044\u5834\u5408\u306fFew-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f7f\u3044\u307e\u3057\u3087\u3046\u3002<\/strong><\/p>\n\n\n\n \u3044\u304f\u3064\u304b\u306e\u4f8b\u3092\u793a\u3059\u3053\u3068\u3067\u3001AI\u306e\u8aa4\u89e3\u3092\u6e1b\u3089\u3057\u3001\u671f\u5f85\u3059\u308b\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3078\u3068\u6b63\u78ba\u306b\u8a98\u5c0e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n \u7279\u306b\u3001\u56de\u7b54\u306e\u30b9\u30bf\u30a4\u30eb\uff08\u4e01\u5be7\u3001\u30ab\u30b8\u30e5\u30a2\u30eb\u306a\u3069\uff09\u3084\u69cb\u9020\uff08\u7b87\u6761\u66f8\u304d\u3001\u8868\u5f62\u5f0f\u306a\u3069\uff09\u3092\u7d71\u4e00\u3057\u305f\u3044\u5834\u5408\u306b\u52b9\u679c\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n\n\n\n \u30bf\u30b9\u30af\u306e\u8907\u96d1\u3055\u3067\u9078\u3076<\/h3>\n\n\n\n \u30bf\u30b9\u30af\u304c\u5358\u7d14\u3067\u3042\u308c\u3070Zero-shot\u3001\u8907\u96d1\u3067\u30cb\u30e5\u30a2\u30f3\u30b9\u304c\u91cd\u8981\u306a\u5834\u5408\u306fFew-shot\u3068\u3001\u30bf\u30b9\u30af\u306e\u96e3\u6613\u5ea6\u3067\u4f7f\u3044\u5206\u3051\u308b\u306e\u3082\u826f\u3044\u65b9\u6cd5\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n \u4f8b\u3048\u3070\u3001\u300c\u30ea\u30f3\u30b4\u3092\u82f1\u8a9e\u3067\u8a00\u3046\u3068\uff1f\u300d\u3068\u3044\u3046\u3088\u3046\u306a\u5358\u7d14\u306a\u7ffb\u8a33\u30bf\u30b9\u30af\u306fZero-shot\u3067\u5341\u5206\u3067\u3059\u3002<\/p>\n\n\n\n \u3057\u304b\u3057\u3001\u300c\u30d3\u30b8\u30cd\u30b9\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u3092\u3001\u958b\u5c01\u7387\u304c\u9ad8\u307e\u308b\u3088\u3046\u306b3\u30d1\u30bf\u30fc\u30f3\u4f5c\u6210\u3057\u3066\u300d\u3068\u3044\u3063\u305f\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306b\u306f\u3001\u53c2\u8003\u3068\u306a\u308b\u4ef6\u540d\u306e\u4f8b\u3092\u3044\u304f\u3064\u304b\u793a\u3059Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u65b9\u304c\u3001\u8cea\u306e\u9ad8\u3044\u7d50\u679c\u3092\u5f97\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n \u624b\u8efd\u3055\u304c\u9b45\u529b\u306eZero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u3059\u304c\u3001\u4e07\u80fd\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n \u3053\u3053\u3067\u306f\u3001\u305d\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u3092\u6539\u3081\u3066\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n \n \u30e1\u30ea\u30c3\u30c8\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\u4f5c\u6210\u304c\u7c21\u5358\u3067\u3001\u3059\u3050\u306b\u4f7f\u3048\u308b<\/li>\n\n\n\n \u30e1\u30ea\u30c3\u30c8\uff1a\u6c4e\u7528\u6027\u304c\u9ad8\u304f\u3001\u69d8\u3005\u306a\u30bf\u30b9\u30af\u306b\u5fdc\u7528\u3067\u304d\u308b<\/li>\n\n\n\n \u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u610f\u56f3\u3057\u306a\u3044\u56de\u7b54\u304c\u51fa\u529b\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b<\/li>\n\n\n\n \u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u5c02\u9580\u7684\u3067\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306b\u306f\u5411\u304b\u306a\u3044<\/li>\n<\/ul>\n\n\n\n \u3053\u308c\u3089\u306e\u70b9\u3092\u7406\u89e3\u3057\u3001Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4e0a\u624b\u306b\u6d3b\u7528\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n \u30e1\u30ea\u30c3\u30c8\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\u4f5c\u6210\u304c\u7c21\u5358\u3067\u3001\u3059\u3050\u306b\u4f7f\u3048\u308b<\/h3>\n\n\n\n Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u305d\u306e\u624b\u8efd\u3055\u3067\u3059\u3002\u7279\u5225\u306a\u6e96\u5099\u306f\u5fc5\u8981\u306a\u304f\u3001\u4eba\u9593\u3068\u4f1a\u8a71\u3059\u308b\u3088\u3046\u306b\u81ea\u7136\u306a\u8a00\u8449\u3067\u6307\u793a\u3092\u51fa\u3059\u3060\u3051\u3067AI\u304c\u5fdc\u7b54\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n \u601d\u3044\u3064\u3044\u305f\u3053\u3068\u3092\u3059\u3050\u306b\u8cea\u554f\u3067\u304d\u308b\u305f\u3081\u3001\u601d\u8003\u306e\u30b9\u30d4\u30fc\u30c9\u3092\u843d\u3068\u3059\u3053\u3068\u306a\u304fAI\u3068\u306e\u5bfe\u8a71\u3092\u9032\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n \u30e1\u30ea\u30c3\u30c8\uff1a\u6c4e\u7528\u6027\u304c\u9ad8\u304f\u3001\u69d8\u3005\u306a\u30bf\u30b9\u30af\u306b\u5fdc\u7528\u3067\u304d\u308b<\/h3>\n\n\n\n Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u3001\u7279\u5b9a\u306e\u5f62\u5f0f\u306b\u7e1b\u3089\u308c\u306a\u3044\u305f\u3081\u3001\u975e\u5e38\u306b\u5e45\u5e83\u3044\u30bf\u30b9\u30af\u306b\u5fdc\u7528\u3067\u304d\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n \u6587\u7ae0\u306e\u8981\u7d04\u3001\u7ffb\u8a33\u3001\u30a2\u30a4\u30c7\u30a2\u51fa\u3057\u3001\u8cea\u7591\u5fdc\u7b54\u306a\u3069\u3001AI\u306e\u57fa\u672c\u7684\u306a\u80fd\u529b\u3092\u8a66\u3059\u306e\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n\n\n\n \u307e\u305a\u306fZero-shot\u3067AI\u306b\u554f\u3044\u304b\u3051\u3001\u305d\u306e\u80fd\u529b\u306e\u7bc4\u56f2\u3084\u30af\u30bb\u3092\u63b4\u3080\u3053\u3068\u304b\u3089\u59cb\u3081\u308b\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n \u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u610f\u56f3\u3057\u306a\u3044\u56de\u7b54\u304c\u51fa\u529b\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b<\/h3>\n\n\n\n \u671f\u5f85\u901a\u308a\u306e\u7b54\u3048\u3092\u5f97\u308b\u305f\u3081\u306b\u306f\u3001\u3067\u304d\u308b\u3060\u3051\u660e\u78ba\u3067\u5177\u4f53\u7684\u306a\u8a00\u8449\u3092\u4f7f\u3063\u3066\u6307\u793a\u3092\u51fa\u3059\u5de5\u592b\u304c\u5fc5\u8981\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n \u7279\u306b\u3001\u591a\u7fa9\u7684\u306a\u8a00\u8449\u3084\u66d6\u6627\u306a\u8868\u73fe\u3092\u4f7f\u3063\u305f\u5834\u5408\u306b\u3001\u898b\u5f53\u9055\u3044\u306e\u56de\u7b54\u304c\u8fd4\u3063\u3066\u304f\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n \u4f8b\u3092\u793a\u3055\u306a\u3044\u305f\u3081\u3001AI\u304c\u6307\u793a\u306e\u610f\u56f3\u3092\u8aa4\u3063\u3066\u89e3\u91c8\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n AI\u304c\u4e8b\u5b9f\u306b\u57fa\u3065\u304b\u306a\u3044\u60c5\u5831\u3092\u751f\u6210\u3059\u308b\u300c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u300d\u3082\u3001\u610f\u56f3\u3057\u306a\u3044\u56de\u7b54\u306e\u4e00\u3064\u3067\u3059\u3002\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u9632\u3050\u305f\u3081\u306e\u5177\u4f53\u7684\u306a\u65b9\u6cd5\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n\nChatGPT\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u5bfe\u7b56\u5b8c\u5168\u30ac\u30a4\u30c9\uff01\u4fe1\u983c\u6027\u3092\u9ad8\u3081\u308b\u5177\u4f53\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8a73\u3057\u304f\u7d39\u4ecb<\/a><\/blockquote><\/iframe>\n<\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u5c02\u9580\u7684\u3067\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306b\u306f\u5411\u304b\u306a\u3044<\/h3>\n\n\n\n<p>Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u3001AI\u304c\u6301\u3064\u4e00\u822c\u7684\u306a\u77e5\u8b58\u306e\u7bc4\u56f2\u3067\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001\u975e\u5e38\u306b\u5c02\u9580\u7684\u306a\u5206\u91ce\u306e\u8cea\u554f\u3084\u3001\u8907\u6570\u306e\u6761\u4ef6\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3001\u3042\u308b\u3044\u306f\u7279\u5b9a\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u306e\u51fa\u529b\u3092\u6c42\u3081\u308b\u4f5c\u696d\u306b\u306f\u5bfe\u5fdc\u3057\u304d\u308c\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306a\u5834\u5408\u306f\u3001Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3067AI\u3092\u6b63\u3057\u304f\u5c0e\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<p>\u6b21\u306b\u3001\u9ad8\u3044\u7cbe\u5ea6\u3092\u5f15\u304d\u51fa\u305b\u308bFew-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u624b\u9593\u304c\u304b\u304b\u308b\u5206\u3001\u5f97\u3089\u308c\u308b\u30ea\u30bf\u30fc\u30f3\u3082\u5927\u304d\u3044\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e1\u30ea\u30c3\u30c8\uff1a\u56de\u7b54\u306e\u7cbe\u5ea6\u3092\u7d30\u304b\u304f\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u30e1\u30ea\u30c3\u30c8\uff1aAI\u306e\u5b66\u7fd2\u80fd\u529b\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u305b\u308b<\/li>\n\n\n\n<li>\u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u9069\u5207\u306a\u4f8b\u3092\u6e96\u5099\u3059\u308b\u624b\u9593\u304c\u304b\u304b\u308b<\/li>\n\n\n\n<li>\u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u9577\u304f\u306a\u308a\u3084\u3059\u3044<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u7279\u6027\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u3088\u308a\u52b9\u679c\u7684\u306b\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e1\u30ea\u30c3\u30c8\uff1a\u56de\u7b54\u306e\u7cbe\u5ea6\u3092\u7d30\u304b\u304f\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3067\u304d\u308b<\/h3>\n\n\n\n<p><strong>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u3001\u4f8b\u3092\u901a\u3057\u3066AI\u306b\u300c\u6b63\u89e3\u300d\u306e\u5f62\u3092\u6559\u3048\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u51fa\u529b\u3055\u308c\u308b\u6587\u7ae0\u306e\u30c8\u30fc\u30f3\u3001\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3001\u5185\u5bb9\u306e\u6df1\u3055\u306a\u3069\u3092\u7d30\u304b\u304f\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI\u3092\u81ea\u5206\u597d\u307f\u306e\u512a\u79c0\u306a\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3068\u3057\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3066\u3044\u304f\u3088\u3046\u306a\u611f\u899a\u3067\u3001\u56de\u7b54\u306e\u8cea\u3092\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e1\u30ea\u30c3\u30c8\uff1aAI\u306e\u5b66\u7fd2\u80fd\u529b\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u305b\u308b<\/h3>\n\n\n\n<p><strong>AI\u306f\u3001\u6587\u8108\u304b\u3089\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3059\u308b\u80fd\u529b\u306b\u9577\u3051\u3066\u3044\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u3044\u304f\u3064\u304b\u306e\u4f8b\u3092\u4e0e\u3048\u308b\u3053\u3068\u306f\u3001\u3053\u306eAI\u306e\u80fd\u529b\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u306e\u4e2d\u306b\u542b\u307e\u308c\u308b\u6697\u9ed9\u7684\u306a\u30eb\u30fc\u30eb\u3084\u30cb\u30e5\u30a2\u30f3\u30b9\u3092AI\u304c\u8aad\u307f\u53d6\u308a\u3001\u305d\u308c\u4ee5\u964d\u306e\u30bf\u30b9\u30af\u306b\u3082\u5fdc\u7528\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u3001\u3088\u308a\u9ad8\u5ea6\u3067\u4eba\u9593\u3089\u3057\u3044\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3061\u3089\u306f\u3001\u306a\u305cFew-shot\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u6587\u8108\u5185\u5b66\u7fd2\uff09\u3067AI\u306e\u6027\u80fd\u304c\u5411\u4e0a\u3059\u308b\u306e\u304b\u3001\u305d\u306e\u4ed5\u7d44\u307f\u3092\u5206\u6790\u3057\u305f\u7814\u7a76\u3067\u3059\u3002\u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/aclanthology.org\/2022.emnlp-main.759.pdf\">https:\/\/aclanthology.org\/2022.emnlp-main.759.pdf<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1864\" height=\"1040\" src=\"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-30-23.07.41.png\" alt=\"\" class=\"wp-image-11479\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u9069\u5207\u306a\u4f8b\u3092\u6e96\u5099\u3059\u308b\u624b\u9593\u304c\u304b\u304b\u308b<\/h3>\n\n\n\n<p><strong>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6700\u5927\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u8cea\u306e\u9ad8\u3044\u4f8b\u3092\u6e96\u5099\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u70b9\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u3069\u306e\u3088\u3046\u306a\u4f8b\u3092\u793a\u3059\u304b\u306b\u3088\u3063\u3066\u3001AI\u306e\u56de\u7b54\u306e\u8cea\u304c\u5927\u304d\u304f\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30bf\u30b9\u30af\u306e\u610f\u56f3\u304c\u7684\u78ba\u306b\u4f1d\u308f\u308b\u3088\u3046\u306a\u3001\u5206\u304b\u308a\u3084\u3059\u304f\u4e00\u8cab\u6027\u306e\u3042\u308b\u4f8b\u3092\u8907\u6570\u8003\u3048\u308b\u306b\u306f\u3001\u6642\u9593\u3068\u52b4\u529b\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u9577\u304f\u306a\u308a\u3084\u3059\u3044<\/h3>\n\n\n\n<p><strong>\u6307\u793a\u306b\u52a0\u3048\u3066\u8907\u6570\u306e\u4f8b\u3092\u542b\u3081\u308b\u305f\u3081\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u5168\u4f53\u306e\u6587\u5b57\u6570\u304c\u3069\u3046\u3057\u3066\u3082\u9577\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u5165\u529b\u3067\u304d\u308b\u6587\u5b57\u6570\u306b\u5236\u9650\u304c\u3042\u308bAI\u30e2\u30c7\u30eb\u3067\u306f\u4f7f\u3044\u306b\u304f\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u8907\u96d1\u306b\u306a\u308a\u3059\u304e\u308b\u3068\u3001\u304b\u3048\u3063\u3066AI\u304c\u6df7\u4e71\u3057\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u3082\u3042\u308b\u305f\u3081\u3001\u7c21\u6f54\u3067\u5206\u304b\u308a\u3084\u3059\u3044\u4f8b\u3092\u9078\u3076\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3010\u4f8b\u6587\u3067\u6bd4\u8f03\u3011Zero-shot\u3068Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u66f8\u304d\u65b9<\/h2>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u5177\u4f53\u7684\u306a\u4f8b\u6587\u3092\u901a\u3057\u3066\u3001Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3068Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u9055\u3044\u3092\u4f53\u611f\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u540c\u3058\u30bf\u30b9\u30af\u3067\u3082\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4f5c\u308a\u65b9\u3067\u51fa\u529b\u7d50\u679c\u304c\u5927\u304d\u304f\u5909\u308f\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f8b\u6587\u2460\uff1a\u611f\u60c5\u5206\u6790\uff08\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u306e\u5206\u985e\uff09<\/li>\n\n\n\n<li>\u4f8b\u6587\u2461\uff1a\u7279\u5b9a\u306e\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u306e\u30bb\u30ea\u30d5\u4f5c\u6210<\/li>\n\n\n\n<li>\u4f8b\u6587\u2462\uff1a\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u4f5c\u6210<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u4f8b\u3092\u53c2\u8003\u306b\u3001\u305c\u3072\u3054\u81ea\u8eab\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u4f5c\u6210\u306b\u5f79\u7acb\u3066\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>AI\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e\u578b\u3068\u3057\u3066\u3001Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u4ee5\u5916\u306b\u300c\u6df1\u6d25\u5f0f\u30d7\u30ed\u30f3\u30d7\u30c8\u300d\u3082\u975e\u5e38\u306b\u6709\u540d\u3067\u3059\u3002\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-taskhub wp-block-embed-taskhub\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"c2NndNRK7i\"><a href=\"https:\/\/taskhub.jp\/use-case\/chatgpt-fukatsustyle-prompt\/\">ChatGPT\u3092\u6700\u5927\u9650\u4f7f\u3044\u3053\u306a\u3059\uff01\u6df1\u6d25\u5f0f\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4f7f\u3044\u65b9\u3092\u5fb9\u5e95\u7d39\u4ecb\u3010\u4fdd\u5b58\u7248\u3011<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"“ChatGPT\u3092\u6700\u5927\u9650\u4f7f\u3044\u3053\u306a\u3059\uff01\u6df1\u6d25\u5f0f\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4f7f\u3044\u65b9\u3092\u5fb9\u5e95\u7d39\u4ecb\u3010\u4fdd\u5b58\u7248\u3011” — Taskhub\" src=\"https:\/\/taskhub.jp\/use-case\/chatgpt-fukatsustyle-prompt\/embed\/#?secret=QSjKx4Ebf9#?secret=c2NndNRK7i\" data-secret=\"c2NndNRK7i\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f8b\u6587\u2460\uff1a\u611f\u60c5\u5206\u6790\uff08\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u306e\u5206\u985e\uff09<\/h3>\n\n\n\n<p><strong>Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong><\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:102px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<pre class=\"wp-block-code\"><code>\u4ee5\u4e0b\u306e\u6587\u7ae0\u304c\u30dd\u30b8\u30c6\u30a3\u30d6\u304b\u30cd\u30ac\u30c6\u30a3\u30d6\u304b\u5224\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u6587\u7ae0\uff1a\u3053\u306e\u30ec\u30b9\u30c8\u30e9\u30f3\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u672c\u5f53\u306b\u7d20\u6674\u3089\u3057\u304b\u3063\u305f\u3002<\/code><\/pre>\n<\/div>\n<\/div><\/div>\n\n\n\n<p><strong>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong><\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:259px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<pre class=\"wp-block-code\"><code>\u4ee5\u4e0b\u306e\u4f8b\u306e\u3088\u3046\u306b\u3001\u6587\u7ae0\u304c\u30dd\u30b8\u30c6\u30a3\u30d6\u304b\u30cd\u30ac\u30c6\u30a3\u30d6\u304b\u5224\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u6587\u7ae0\uff1a\u3053\u306e\u6620\u753b\u306f\u611f\u52d5\u7684\u3067\u3001\u6d99\u304c\u6b62\u307e\u3089\u306a\u304b\u3063\u305f\u3002\n\u611f\u60c5\uff1a\u30dd\u30b8\u30c6\u30a3\u30d6\n\n\u6587\u7ae0\uff1a\u65b0\u88fd\u54c1\u306e\u4f7f\u3044\u65b9\u304c\u8907\u96d1\u3067\u3001\u5168\u304f\u7406\u89e3\u3067\u304d\u306a\u304b\u3063\u305f\u3002\n\u611f\u60c5\uff1a\u30cd\u30ac\u30c6\u30a3\u30d6\n\n\u6587\u7ae0\uff1a\u3053\u306e\u30ec\u30b9\u30c8\u30e9\u30f3\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u672c\u5f53\u306b\u7d20\u6674\u3089\u3057\u304b\u3063\u305f\u3002\n\u611f\u60c5\uff1a<\/code><\/pre>\n<\/div>\n<\/div><\/div>\n\n\n\n<p>Few-shot\u3067\u306f\u3001\u51fa\u529b\u5f62\u5f0f\uff08\u611f\u60c5\uff1a\u3007\u3007\uff09\u3082\u6307\u5b9a\u3067\u304d\u3066\u3044\u308b\u306e\u304c\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f8b\u6587\u2461\uff1a\u7279\u5b9a\u306e\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u306e\u30bb\u30ea\u30d5\u4f5c\u6210<\/h3>\n\n\n\n<p><strong>Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong><\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:66px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<pre class=\"wp-block-code\"><code>\u52c7\u6562\u306a\u9a0e\u58eb\u306e\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u306e\u30bb\u30ea\u30d5\u3092\u8003\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/code><\/pre>\n<\/div>\n<\/div><\/div>\n\n\n\n<p><strong>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong><\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:146px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<pre class=\"wp-block-code\"><code>\u4ee5\u4e0b\u306f\u3001\u52c7\u6562\u306a\u9a0e\u58eb\u300c\u30a2\u30eb\u30d5\u30ec\u30c3\u30c9\u300d\u306e\u30bb\u30ea\u30d5\u306e\u4f8b\u3067\u3059\u3002\u5f7c\u3089\u3057\u3044\u30bb\u30ea\u30d5\u3092\u65b0\u3057\u304f\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u4f8b1\uff1a\u300c\u3053\u306e\u5263\u306b\u304b\u3051\u3066\u3001\u5fc5\u305a\u3084\u6c11\u3092\u5b88\u308a\u629c\u3044\u3066\u307f\u305b\u308b\uff01\u300d\n\u4f8b2\uff1a\u300c\u3044\u304b\u306a\u308b\u56f0\u96e3\u304c\u5f85\u3061\u53d7\u3051\u3088\u3046\u3068\u3001\u6211\u304c\u4fe1\u5ff5\u306f\u63fa\u308b\u304c\u306a\u3044\u3002\u300d\n\n\u65b0\u3057\u3044\u30bb\u30ea\u30d5\uff1a<\/code><\/pre>\n<\/div>\n<\/div><\/div>\n\n\n\n<p>Few-shot\u3067\u306f\u3001\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u306e\u53e3\u8abf\u3084\u4e00\u4eba\u79f0\uff08\u6211\uff09\u3068\u3044\u3063\u305f\u7d30\u304b\u3044\u90e8\u5206\u307e\u3067AI\u304c\u5b66\u7fd2\u3057\u3001\u3088\u308a\u300c\u3089\u3057\u3044\u300d\u30bb\u30ea\u30d5\u304c\u751f\u6210\u3055\u308c\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f8b\u6587\u2462\uff1a\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u4f5c\u6210<\/h3>\n\n\n\n<p><strong>Zero-shot\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong><\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:76px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<pre class=\"wp-block-code\"><code>\u65b0\u5546\u54c1\u306e\u30bb\u30fc\u30eb\u3092\u544a\u77e5\u3059\u308b\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u3092\u8003\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/code><\/pre>\n<\/div>\n<\/div><\/div>\n\n\n\n<p><strong>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong><\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:237px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<pre class=\"wp-block-code\"><code>\u4ee5\u4e0b\u306f\u3001\u30af\u30ea\u30c3\u30af\u3057\u305f\u304f\u306a\u308b\u3088\u3046\u306a\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u306e\u4f8b\u3067\u3059\u3002\u3053\u306e\u4f8b\u3092\u53c2\u8003\u306b\u3057\u3066\u3001\u65b0\u5546\u54c1\u306e\u30bb\u30fc\u30eb\u3092\u544a\u77e5\u3059\u308b\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u30923\u3064\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u4f8b1\uff1a\u3010\u6b8b\u308a24\u6642\u9593\u3011\u5168\u54c150%OFF\u30bb\u30fc\u30eb\u3001\u307e\u3082\u306a\u304f\u7d42\u4e86\uff01\n\u4f8b2\uff1a\u3007\u3007\u69d8\u3060\u3051\u3078\u306e\u7279\u5225\u306a\u3054\u6848\u5185\u3067\u3059\u3002\n\u4f8b3\uff1a\u3010\u898b\u9003\u3057\u53b3\u7981\u3011\u3042\u306e\u4eba\u6c17\u5546\u54c1\u304c\u3001\u4eca\u3060\u3051\u885d\u6483\u4fa1\u683c\u3067\u3002\n\n\u65b0\u3057\u3044\u4ef6\u540d\uff1a<\/code><\/pre>\n<\/div>\n<\/div><\/div>\n\n\n\n<p>Few-shot\u306e\u4f8b\u3067\u306f\u3001\u3010\u3011\u3092\u4f7f\u3046\u3001\u9650\u5b9a\u611f\u3092\u51fa\u3059\u3068\u3044\u3063\u305f\u5177\u4f53\u7684\u306a\u30c6\u30af\u30cb\u30c3\u30af\u3092AI\u306b\u5b66\u3070\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u3088\u308a\u5b9f\u8df5\u7684\u306a\u4ef6\u540d\u306e\u30a2\u30a4\u30c7\u30a2\u3092\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u30d3\u30b8\u30cd\u30b9\u30b7\u30fc\u30f3\u3067\u306e\u696d\u52d9\u52b9\u7387\u5316\u306b\u7279\u5316\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u96c6\u3082\u3054\u7528\u610f\u3057\u3066\u3044\u307e\u3059\u3002\u30a2\u30a4\u30c7\u30a2\u51fa\u3057\u304b\u3089\u8cc7\u6599\u4f5c\u6210\u307e\u3067\u3001\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3092\u5e45\u5e83\u304f\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-taskhub wp-block-embed-taskhub\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"07QZ0al0RJ\"><a href=\"https:\/\/taskhub.jp\/use-case\/chatgpt-business-efficiency-prompt\/\">ChatGPT\u3067\u696d\u52d9\u52b9\u7387\u5316\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c85\u9078<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"“ChatGPT\u3067\u696d\u52d9\u52b9\u7387\u5316\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c85\u9078” — Taskhub\" src=\"https:\/\/taskhub.jp\/use-case\/chatgpt-business-efficiency-prompt\/embed\/#?secret=8xKL1LJud8#?secret=07QZ0al0RJ\" data-secret=\"07QZ0al0RJ\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u7cbe\u5ea6\u3092\u3055\u3089\u306b\u4e0a\u3052\u308b3\u3064\u306e\u30b3\u30c4<\/h2>\n\n\n\n<p>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u975e\u5e38\u306b\u5f37\u529b\u3067\u3059\u304c\u3001\u3055\u3089\u306b\u305d\u306e\u52b9\u679c\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e\u30b3\u30c4\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u3088\u308a\u8cea\u306e\u9ad8\u3044\u56de\u7b54\u3092\u5f15\u304d\u51fa\u3059\u305f\u3081\u306e3\u3064\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b3\u30c4\u2460\uff1a\u8cea\u306e\u9ad8\u3044\u5177\u4f53\u4f8b\u3092\u7528\u610f\u3059\u308b<\/li>\n\n\n\n<li>\u30b3\u30c4\u2461\uff1a\u4f8b\u306e\u5f62\u5f0f\uff08\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\uff09\u3092\u7d71\u4e00\u3059\u308b<\/li>\n\n\n\n<li>\u30b3\u30c4\u2462\uff1a\u4f8b\u306e\u6570\u3092\u8abf\u6574\u3059\u308b\uff08One-shot\u3082\u8a66\u3059\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30b3\u30c4\u3092\u610f\u8b58\u3059\u308b\u3060\u3051\u3067\u3001AI\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u683c\u6bb5\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30c4\u2460\uff1a\u8cea\u306e\u9ad8\u3044\u5177\u4f53\u4f8b\u3092\u7528\u610f\u3059\u308b<\/h3>\n\n\n\n<p><strong>\u6700\u7d42\u7684\u306b\u5f97\u305f\u3044\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306e\u7406\u60f3\u5f62\u3068\u306a\u308b\u3088\u3046\u306a\u3001\u8cea\u306e\u9ad8\u3044\u4f8b\u3092\u53b3\u9078\u3057\u3066\u63d0\u793a\u3059\u308b\u3053\u3068\u304c\u6700\u3082\u91cd\u8981\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p>AI\u306f\u63d0\u793a\u3055\u308c\u305f\u4f8b\u3092\u7d76\u5bfe\u7684\u306a\u624b\u672c\u3068\u3057\u3066\u5b66\u7fd2\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001\u3082\u3057\u4f8b\u306e\u8cea\u304c\u4f4e\u304b\u3063\u305f\u308a\u3001\u9593\u9055\u3044\u304c\u542b\u307e\u308c\u3066\u3044\u305f\u308a\u3059\u308b\u3068\u3001\u51fa\u529b\u3055\u308c\u308b\u56de\u7b54\u306e\u8cea\u3082\u305d\u308c\u306b\u5f15\u304d\u305a\u3089\u308c\u3066\u4f4e\u4e0b\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3061\u3089\u306f\u3001Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6027\u80fd\u3092\u3055\u3089\u306b\u5f15\u304d\u51fa\u3059\u305f\u3081\u306e\u8abf\u6574\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8ad6\u3058\u305f\u8ad6\u6587\u3067\u3059\u3002\u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/pdf\/2102.09690\">https:\/\/arxiv.org\/pdf\/2102.09690<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1962\" height=\"776\" src=\"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-30-22.33.10.png\" alt=\"\" class=\"wp-image-11469\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30c4\u2461\uff1a\u4f8b\u306e\u5f62\u5f0f\uff08\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\uff09\u3092\u7d71\u4e00\u3059\u308b<\/h3>\n\n\n\n<p><strong>\u8907\u6570\u306e\u4f8b\u3092\u793a\u3059\u969b\u306b\u306f\u3001\u305d\u306e\u5f62\u5f0f\u3084\u69cb\u9020\u3092\u5fc5\u305a\u7d71\u4e00\u3057\u307e\u3057\u3087\u3046\u3002<\/strong><\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u300c\u8cea\u554f\uff1a\u3007\u3007 \u56de\u7b54\uff1a\u25b3\u25b3\u300d\u3068\u3044\u3046\u5f62\u5f0f\u3092\u4f7f\u3046\u3068\u6c7a\u3081\u305f\u3089\u3001\u5168\u3066\u306e\u4f8b\u3067\u305d\u306e\u5f62\u5f0f\u3092\u5fb9\u5e95\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u304c\u7d71\u4e00\u3055\u308c\u3066\u3044\u308b\u3068\u3001AI\u306f\u30d1\u30bf\u30fc\u30f3\u3092\u8a8d\u8b58\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u30bf\u30b9\u30af\u306e\u6307\u793a\u3092\u3088\u308a\u6b63\u78ba\u306b\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u8cab\u6027\u306e\u306a\u3044\u4f8b\u306f\u3001AI\u3092\u6df7\u4e71\u3055\u305b\u308b\u539f\u56e0\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30c4\u2462\uff1a\u4f8b\u306e\u6570\u3092\u8abf\u6574\u3059\u308b\uff08One-shot\u3082\u8a66\u3059\uff09<\/h3>\n\n\n\n<p><strong>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u306f\u3001\u4e00\u822c\u7684\u306b2\u301c5\u500b\u7a0b\u5ea6\u306e\u4f8b\u304c\u52b9\u679c\u7684\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u6700\u9069\u306a\u4f8b\u306e\u6570\u306f\u30bf\u30b9\u30af\u306e\u8907\u96d1\u3055\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u4f8b\u304c\u591a\u3059\u304e\u308b\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u9577\u304f\u306a\u308a\u3059\u304e\u3001\u9006\u306bAI\u304c\u6df7\u4e71\u3059\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u306f2\u301c3\u500b\u3067\u8a66\u3057\u3001\u3082\u3057\u7cbe\u5ea6\u304c\u4e0d\u5341\u5206\u3067\u3042\u308c\u3070\u4f8b\u3092\u5897\u3084\u3057\u305f\u308a\u3001\u9006\u306b\u6e1b\u3089\u3057\u305f\u308a\u3057\u3066\u8abf\u6574\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u4f8b\u30921\u3064\u3060\u3051\u793a\u3059\u300cOne-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u300d\u3082\u6709\u52b9\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002Few-shot\u3067\u3046\u307e\u304f\u3044\u304b\u306a\u3044\u6642\u306b\u8a66\u3057\u3066\u307f\u308b\u4fa1\u5024\u306f\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3061\u3089\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u4f8b\u3092\u591a\u304f\u542b\u3081\u3059\u304e\u308b\u3053\u3068\u306e\u554f\u984c\u70b9\u306b\u3064\u3044\u3066\u8b66\u9418\u3092\u9cf4\u3089\u3057\u305f\u6700\u65b0\u306e\u7814\u7a76\u3067\u3059\u3002\u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/arxiv.org\/abs\/2509.13196\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2509.13196<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3042\u306a\u305f\u306e\u6307\u793a\u3001AI\u306b\u5c4a\u3044\u3066\u308b\uff1f\u30d7\u30ed\u30f3\u30d7\u30c8\u4e00\u3064\u3067\u5909\u308f\u308b\u300c\u6307\u793a\u5f85\u3061AI\u300d\u3068\u300c\u6700\u5f37\u306e\u76f8\u68d2\u300d<\/h2>\n\n\n\n<p>AI\u306b\u6307\u793a\u3092\u51fa\u3057\u3066\u3082\u3001\u3042\u308a\u304d\u305f\u308a\u306a\u7b54\u3048\u3057\u304b\u8fd4\u3063\u3066\u3053\u306a\u3044\u3002\u305d\u3093\u306a\u98a8\u306b\u611f\u3058\u3066\u3044\u307e\u305b\u3093\u304b\uff1f\u5b9f\u306f\u305d\u306e\u539f\u56e0\u3001\u3042\u306a\u305f\u306e\u6307\u793a\u306e\u51fa\u3057\u65b9\u306b\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002AI\u306e\u6027\u80fd\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u30d7\u30ed\u30f3\u30d7\u30c8\u6280\u8853\u306f\u3001\u4eca\u3084\u30d3\u30b8\u30cd\u30b9\u306b\u4e0d\u53ef\u6b20\u306a\u30b9\u30ad\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306a\u3069\u306e\u7814\u7a76\u3067\u3082\u3001AI\u3078\u306e\u300c\u6559\u3048\u65b9\u300d\u6b21\u7b2c\u3067\u305d\u306e\u80fd\u529b\u304c\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u3042\u308a\u304d\u305f\u308a\u306a\u56de\u7b54\u3057\u304b\u5f97\u3089\u308c\u306a\u3044\u300c\u6307\u793a\u5f85\u3061AI\u300d\u3092\u3001\u3042\u306a\u305f\u306e\u610f\u56f3\u3092\u6b63\u78ba\u306b\u6c72\u307f\u53d6\u308b\u300c\u6700\u5f37\u306e\u76f8\u68d2\u300d\u306b\u5909\u3048\u308b\u305f\u3081\u306e\u3001\u5177\u4f53\u7684\u306a\u6307\u793a\u65b9\u6cd5\u306e\u9055\u3044\u3068\u30b3\u30c4\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u3010\u8b66\u544a\u3011\u305d\u306e\u6307\u793a\u3067\u306f\u3001AI\u306f\u300c\u5e73\u5747\u70b9\u300d\u306e\u7b54\u3048\u3057\u304b\u51fa\u305b\u306a\u3044<\/h3>\n\n\n\n<p>\u300c\u65b0\u5546\u54c1\u306e\u30ad\u30e3\u30c3\u30c1\u30b3\u30d4\u30fc\u3092\u8003\u3048\u3066\u300d\u3068\u3044\u3063\u305f\u6f20\u7136\u3068\u3057\u305f\u6307\u793a\u3001\u3044\u308f\u3086\u308b\u300cZero-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u300d\u3092\u6295\u3052\u3066\u3044\u307e\u305b\u3093\u304b\uff1f\u3053\u308c\u3067\u306fAI\u306f\u3001\u5b66\u7fd2\u3057\u305f\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u6700\u3082\u7121\u96e3\u3067\u5e73\u5747\u7684\u306a\u7b54\u3048\u3092\u8fd4\u3059\u3053\u3068\u3057\u304b\u3067\u304d\u307e\u305b\u3093\u3002\u306a\u305c\u306a\u3089\u3001AI\u306f\u3042\u306a\u305f\u304c\u3069\u3093\u306a\u6587\u8108\u3067\u3001\u3069\u3093\u306a\u30c8\u30fc\u30f3\u306e\u3001\u3069\u3093\u306a\u5f62\u5f0f\u306e\u7b54\u3048\u3092\u6c42\u3081\u3066\u3044\u308b\u306e\u304b\u5168\u304f\u7406\u89e3\u3067\u304d\u3066\u3044\u306a\u3044\u304b\u3089\u3067\u3059\u3002\u3053\u306e\u72b6\u614b\u304c\u7d9a\u304f\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u554f\u984c\u304c\u8d77\u3053\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f55\u5ea6\u3082\u6307\u793a\u3092\u4fee\u6b63\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u6642\u9593\u304c\u304b\u304b\u308b<\/li>\n\n\n\n<li>\u5f53\u305f\u308a\u969c\u308a\u306e\u306a\u3044\u3001\u5275\u9020\u6027\u306e\u306a\u3044\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3057\u304b\u5f97\u3089\u308c\u306a\u3044<\/li>\n\n\n\n<li>AI\u306f\u4f7f\u3048\u306a\u3044\u30c4\u30fc\u30eb\u3060\u3068\u8aa4\u89e3\u3057\u3066\u3057\u307e\u3046<\/li>\n<\/ul>\n\n\n\n<p>AI\u3068\u306e\u9593\u306b\u300c\u6307\u793a\u306e\u30ba\u30ec\u300d\u304c\u751f\u3058\u3066\u3044\u308b\u3053\u3068\u306b\u6c17\u3065\u304b\u306a\u3044\u307e\u307e\u3067\u306f\u3001\u305b\u3063\u304b\u304f\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3092\u5b9d\u306e\u6301\u3061\u8150\u308c\u306b\u3057\u3066\u3057\u307e\u3046\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5f15\u7528\u5143\uff1a<\/p>\n\n\n\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u30bf\u30b9\u30af\u306e\u5177\u4f53\u4f8b\u3092\u5c11\u6570\u542b\u3081\u308b\u3053\u3068\uff08Few-shot\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u3067\u3001\u6587\u8108\u306b\u5fdc\u3058\u305f\u30bf\u30b9\u30af\u5b9f\u884c\u80fd\u529b\u304c\u5287\u7684\u306b\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u304c\u4f8b\u304b\u3089\u30bf\u30b9\u30af\u306e\u610f\u56f3\u3084\u5f62\u5f0f\u3092\u5b66\u7fd2\u3059\u308b\u305f\u3081\u3067\u3059\u3002\uff08Brown, T. B., Mann, B., et al. “Language Models are Few-Shot Learners.” 2020\u5e74\uff09<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u3010\u5b9f\u8df5\u3011AI\u3092\u300c\u6700\u5f37\u306e\u76f8\u68d2\u300d\u306b\u5909\u3048\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u8853<\/h3>\n\n\n\n<p>\u3067\u306f\u3001\u300c\u8ce2\u304f\u4f7f\u3046\u4eba\u300d\u306fAI\u306b\u3069\u3046\u6307\u793a\u3092\u51fa\u3057\u3066\u3044\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002\u7b54\u3048\u306f\u3001AI\u306b\u300c\u304a\u624b\u672c\u300d\u3092\u898b\u305b\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u8ab0\u3067\u3082\u4eca\u65e5\u304b\u3089\u5b9f\u8df5\u3067\u304d\u308b3\u3064\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u4f7f\u3044\u65b9\u2460\uff1a\u5b8c\u74a7\u306a\u300c\u304a\u624b\u672c\u300d\u3092\u4e00\u3064\u898b\u305b\u308b<\/strong><\/p>\n\n\n\n<p>\u307e\u305a\u306f\u3001\u3042\u306a\u305f\u304c\u5f97\u305f\u3044\u6700\u7d42\u7684\u306a\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306e\u5b8c\u74a7\u306a\u4f8b\u3092\u4e00\u3064\u3060\u3051\u793a\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u3053\u308c\u3092\u300cOne-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u300d\u3068\u547c\u3073\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u3092\u8003\u3048\u308b\u306a\u3089\u3001\u5358\u306b\u300c\u4ef6\u540d\u3092\u8003\u3048\u3066\u300d\u3067\u306f\u306a\u304f\u3001\u3042\u306a\u305f\u304c\u7406\u60f3\u3068\u3059\u308b\u4ef6\u540d\u3092\u4e00\u3064\u4f8b\u3068\u3057\u3066\u63d0\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:170px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u4f8b\uff1a<\/p>\n\n\n\n<p>\u300c\u4ee5\u4e0b\u306e\u4f8b\u3092\u53c2\u8003\u306b\u3057\u3066\u3001\u65b0\u5546\u54c1\u306e\u30bb\u30fc\u30eb\u3092\u544a\u77e5\u3059\u308b\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u30923\u3064\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u4f8b\uff1a\u3010\u898b\u9003\u3057\u53b3\u7981\u3011\u3042\u306e\u4eba\u6c17\u5546\u54c1\u304c\u3001\u4eca\u3060\u3051\u885d\u6483\u4fa1\u683c\u3067\u3002\u300d<\/p>\n<\/div>\n<\/div><\/div>\n\n\n\n<p>\u305f\u3063\u305f\u4e00\u3064\u306e\u304a\u624b\u672c\u3067\u3001AI\u306f\u3010\u3011\u3092\u4f7f\u3046\u3053\u3068\u3084\u9650\u5b9a\u611f\u3092\u51fa\u3059\u3068\u3044\u3063\u305f\u91cd\u8981\u306a\u8981\u7d20\u3092\u5b66\u3073\u53d6\u308a\u3001\u3042\u306a\u305f\u306e\u671f\u5f85\u3092\u8d85\u3048\u308b\u56de\u7b54\u3092\u751f\u6210\u3057\u59cb\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u4f7f\u3044\u65b9\u2461\uff1a\u8907\u6570\u306e\u300c\u304a\u624b\u672c\u300d\u3067\u30d1\u30bf\u30fc\u30f3\u3092\u6559\u3048\u308b<\/strong><\/p>\n\n\n\n<p>\u6b21\u306b\u3001\u8907\u6570\u306e\u4f8b\u3092\u793a\u3057\u3066\u3001\u56de\u7b54\u306e\u30d1\u30bf\u30fc\u30f3\u3092AI\u306b\u6df1\u304f\u5b66\u7fd2\u3055\u305b\u308b\u300cFew-shot\u30d7\u30ed\u30f3\u30d7\u30c8\u300d\u3092\u8a66\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u56de\u7b54\u306e\u7cbe\u5ea6\u3068\u4e00\u8cab\u6027\u304c\u683c\u6bb5\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:395px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained 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class=\"wp-block-cover\" style=\"min-height:137px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained 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OpenAI Service\u3092\u57fa\u76e4\u306b\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u4e07\u5168\u3067\u3001\u60c5\u5831\u6f0f\u3048\u3044\u306e\u5fc3\u914d\u3082\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u3001AI\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\u306b\u3088\u308b\u624b\u539a\u3044\u5c0e\u5165\u30b5\u30dd\u30fc\u30c8\u304c\u3042\u308b\u305f\u3081\u3001\u300cAI\u3092\u3069\u3046\u696d\u52d9\u306b\u6d3b\u304b\u305b\u3070\u3044\u3044\u304b\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u4f01\u696d\u3067\u3082\u5b89\u5fc3\u3057\u3066\u30b9\u30bf\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5c0e\u5165\u5f8c\u3059\u3050\u306b\u52b9\u679c\u3092\u5b9f\u611f\u3067\u304d\u308b\u8a2d\u8a08\u306a\u306e\u3067\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u3088\u3046\u306a\u5c02\u9580\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u3001\u3059\u3050\u306b\u5168\u793e\u7684\u306a\u696d\u52d9\u52b9\u7387\u5316\u304c\u56f3\u308c\u308b\u70b9\u304c\u5927\u304d\u306a\u9b45\u529b\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u306f\u3001Taskhub\u306e\u6d3b\u7528\u4e8b\u4f8b\u3084\u6a5f\u80fd\u3092\u8a73\u3057\u304f\u307e\u3068\u3081\u305f\u3010\u30b5\u30fc\u30d3\u30b9\u6982\u8981\u8cc7\u6599\u3011\u3092\u7121\u6599\u3067\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>Taskhub\u3067\u201c\u30d7\u30ed\u30f3\u30d7\u30c8\u4e0d\u8981\u306e\u751f\u6210AI\u6d3b\u7528\u201d\u3092\u4f53\u9a13\u3057\u3001\u5fa1\u793e\u306eDX\u3092\u4e00\u6c17\u306b\u52a0\u901f\u3055\u305b\u307e\u3057\u3087\u3046\u3002<\/p>\n","protected":false},"author":10,"featured_media":11478,"template":"","tool_tag":[52],"ai_tag":[67,68,61],"class_list":["post-11477","useful","type-useful","status-publish","has-post-thumbnail","hentry","tool_tag-chatgpt","ai_tag-ai_tools","ai_tag-ai_usecases","ai_tag-generativeai"],"acf":[],"aioseo_notices":[],"yoast_head":"<!-- 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