{"version":"1.0","provider_name":"UX TIMES","provider_url":"https:\/\/uxdaystokyo.com\/articles","author_name":"\u9ad8\u6a4b \u7950\u54c9","author_url":"https:\/\/uxdaystokyo.com\/articles\/author\/yuya-takahashi\/","title":"Few-shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0 | UX TIMES","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"ThgzO1GMZ6\"><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/few-shot-prompting\/\">Few-shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/few-shot-prompting\/embed\/#?secret=ThgzO1GMZ6\" width=\"600\" height=\"338\" title=\"&#8220;Few-shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0&#8221; &#8212; UX TIMES\" data-secret=\"ThgzO1GMZ6\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script>\n\/*! This file is auto-generated *\/\n!function(d,l){\"use strict\";l.querySelector&&d.addEventListener&&\"undefined\"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!\/[^a-zA-Z0-9]\/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),o=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),c=new RegExp(\"^https?:$\",\"i\"),i=0;i<o.length;i++)o[i].style.display=\"none\";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute(\"style\"),\"height\"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):\"link\"===t.message&&(r=new URL(s.getAttribute(\"src\")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener(\"message\",d.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",function(){for(var e,t,s=l.querySelectorAll(\"iframe.wp-embedded-content\"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute(\"data-secret\"))||(t=Math.random().toString(36).substring(2,12),e.src+=\"#?secret=\"+t,e.setAttribute(\"data-secret\",t)),e.contentWindow.postMessage({message:\"ready\",secret:t},\"*\")},!1)))}(window,document);\n\/\/# sourceURL=https:\/\/uxdaystokyo.com\/articles\/wp-includes\/js\/wp-embed.min.js\n<\/script>\n","thumbnail_url":"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/08\/few-shot-p-3.png","thumbnail_width":1024,"thumbnail_height":1024,"description":"Few-shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\uff08Few-shot Prompting\uff09\u3068\u306f\u3001\u89e3\u3044\u3066\u307b\u3057\u3044\u30bf\u30b9\u30af\u306e\u624b\u672c\u3092\u3044\u304f\u3064\u304b\u793a\u3059\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u3092\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u305a\u306b\u671b\u3080\u5f62\u306e\u7b54\u3048\u3092\u5f15\u304d\u51fa\u3059\u6307\u793a\u306e\u51fa\u3057\u65b9\u3067\u3042\u308b\u3002\u624b\u672c\u3092\u307e\u3063\u305f\u304f\u4e0e\u3048\u305a\u306b\u6307\u793a\u3060\u3051\u3067\u89e3\u304b\u305b\u308b\u300c\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u300d\u3001\u624b\u672c\u30921\u3064\u3060\u3051\u4e0e\u3048\u308b\u300c\u30ef\u30f3\u30b7\u30e7\u30c3\u30c8\u300d\u3068\u4e26\u3076\u3001\u624b\u672c\u306e\u6570\u3067\u5206\u304b\u308c\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u6280\u6cd5\u306e\u4e00\u3064\u306b\u3042\u305f\u308b\u3002  \u305f\u3068\u3048\u3070\u3001\u5546\u54c1\u306e\u30ec\u30d3\u30e5\u30fc\u304c\u597d\u610f\u7684\u304b\u5426\u5b9a\u7684\u304b\u3092AI\u306b\u5224\u5b9a\u3055\u305b\u305f\u3044\u3068\u304d\u3001\u300c\u6700\u9ad8\u3060\u3063\u305f \u2192 \u80af\u5b9a\u300d\u300c\u4e8c\u5ea6\u3068\u8cb7\u308f\u306a\u3044 \u2192 \u5426\u5b9a\u300d\u3068\u3044\u3063\u305f\u624b\u672c\u30922\u301c3\u7d44\u5148\u306b\u793a\u3057\u3066\u304b\u3089\u3001\u5224\u5b9a\u3055\u305b\u305f\u3044\u6587\u7ae0\u3092\u6700\u5f8c\u306b\u7f6e\u304f\u3002\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u624b\u672c\u304b\u3089\u300c\u8a00\u8449\u2192\u5224\u5b9a\u300d\u3068\u3044\u3046\u578b\u3092\u8aad\u307f\u53d6\u308a\u3001\u540c\u3058\u5f62\u5f0f\u3067\u65b0\u3057\u3044\u6587\u7ae0\u306b\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u308b\u3002\u30eb\u30fc\u30eb\u3092\u8a00\u8449\u3067\u7d30\u304b\u304f\u8aac\u660e\u3057\u306a\u304f\u3066\u3082\u3001\u898b\u305b\u305f\u624b\u672c\u304c\u305d\u306e\u307e\u307e\u6307\u793a\u306e\u4ee3\u308f\u308a\u306b\u306a\u308b\u3002 \u624b\u672c\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u305d\u306e\u5834\u3067\u307e\u306d\u308b Few-shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306e\u6838\u5fc3\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u7f6e\u304b\u308c\u305f\u624b\u672c\u306e\u300c\u5165\u529b\u3068\u51fa\u529b\u306e\u5bfe\u5fdc\u300d\u3092\u3001\u30e2\u30c7\u30eb\u304c\u305d\u306e\u5834\u3067\u8aad\u307f\u53d6\u3063\u3066\u307e\u306d\u308b\u70b9\u306b\u3042\u308b\u3002  \u3053\u308c\u306f\u6587\u8108\u5185\u5b66\u7fd2\uff08In-Context Learning\uff09\u3068\u547c\u3070\u308c\u308b\u3002\u30e2\u30c7\u30eb\u306e\u4e2d\u8eab\uff08\u30d1\u30e9\u30e1\u30fc\u30bf\uff09\u3092\u66f8\u304d\u63db\u3048\u305a\u3001\u4e0e\u3048\u3089\u308c\u305f\u6587\u8108\u3060\u3051\u3092\u624b\u304c\u304b\u308a\u306b\u632f\u308b\u821e\u3044\u3092\u5909\u3048\u308b\u4ed5\u7d44\u307f\u3067\u3042\u308b\u3002\u8a00\u8449\u3060\u3051\u3067\u306f\u8aac\u660e\u3057\u3065\u3089\u3044\u30bf\u30b9\u30af\u307b\u3069\u3001\u3053\u306e\u65b9\u5f0f\u304c\u6d3b\u304d\u308b\u3002\u300c\u4e01\u5be7\u306a\u6587\u4f53\u306b\u76f4\u3057\u3066\u300d\u3068\u6307\u793a\u3059\u308b\u3088\u308a\u3001\u5d29\u308c\u305f\u6587\u3068\u305d\u306e\u6574\u3048\u305f\u5f8c\u30922\u301c3\u7d44\u898b\u305b\u308b\u307b\u3046\u304c\u3001\u671b\u3080\u6587\u4f53\u306f\u6b63\u78ba\u306b\u4f1d\u308f\u308b\u3002\u624b\u672c\u304c\u3001\u30eb\u30fc\u30eb\u3092\u8a00\u8a9e\u5316\u3059\u308b\u624b\u9593\u3092\u80a9\u4ee3\u308f\u308a\u3059\u308b\u3002   \u8a9e\u6e90\u30fb\u63d0\u5531\u8005 \u300c\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u5c11\u6570\u306e\u624b\u672c\u3067\u5b66\u3079\u308b\u300d\u3068\u3044\u3046\u8003\u3048\u65b9\u3092\u5e83\u304f\u77e5\u3089\u3057\u3081\u305f\u306e\u306f\u30012020\u5e74\u306bOpenAI\u306eTom\u30c8\u30e0 Brown\u30d6\u30e9\u30a6\u30f3\u3089\u304c\u767a\u8868\u3057\u305f\u8ad6\u6587\u300eLanguage Models are Few-Shot Learners\u300f\u3067\u3042\u308b\u3002\u3053\u306e\u8ad6\u6587\u306f\u30011750\u5104\u500b\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30ebGPT-3\u3092\u793a\u3057\u3001\u30bf\u30b9\u30af\u3054\u3068\u306b\u8ffd\u52a0\u5b66\u7fd2\u3092\u3057\u306a\u304f\u3066\u3082\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u624b\u672c\u3092\u6570\u500b\u5165\u308c\u308b\u3060\u3051\u3067\u591a\u304f\u306e\u8ab2\u984c\u3092\u89e3\u3051\u308b\u3053\u3068\u3092\u5b9f\u8a3c\u3057\u305f\u3002    \u305d\u308c\u4ee5\u524d\u306f\u3001\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306b\u30e2\u30c7\u30eb\u3092\u5bfe\u5fdc\u3055\u305b\u308b\u306b\u306f\u3001\u305d\u306e\u30bf\u30b9\u30af\u5c02\u7528\u306e\u30c7\u30fc\u30bf\u3067\u30e2\u30c7\u30eb\u3092\u935b\u3048\u76f4\u3059\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u300d\u304c\u5f53\u305f\u308a\u524d\u3060\u3063\u305f\u3002\u540c\u8ad6\u6587\u306f\u3001\u624b\u672c\u306e\u6570\u306b\u5fdc\u3058\u3066\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u30fb\u30ef\u30f3\u30b7\u30e7\u30c3\u30c8\u30fbFew-shot\u3092\u533a\u5225\u3057\u3001\u30e2\u30c7\u30eb\u304c\u5927\u304d\u304f\u306a\u308b\u307b\u3069\u624b\u672c\u304b\u3089\u5b66\u3076\u529b\u304c\u4f38\u3073\u3001Few-shot\u3068\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u306e\u5dee\u304c\u5e83\u304c\u308b\u3053\u3068\u3092\u793a\u3057\u305f\u3002\u306a\u304a\u300cFew-shot learning\uff08\u5c11\u6570\u4e8b\u4f8b\u5b66\u7fd2\uff09\u300d\u3068\u3044\u3046\u8a00\u8449\u81ea\u4f53\u306f\u3001\u5c11\u306a\u3044\u6559\u5e2b\u30c7\u30fc\u30bf\u3067\u753b\u50cf\u3092\u5206\u985e\u3059\u308b\u7814\u7a76\u306a\u3069\u3001GPT-3\u4ee5\u524d\u306e\u6a5f\u68b0\u5b66\u7fd2\u3067\u3082\u4f7f\u308f\u308c\u3066\u3044\u305f\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u624b\u672c\u3092\u4e26\u3079\u308b\u4eca\u306e\u4f7f\u3044\u65b9\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u767b\u5834\u3067\u4e00\u822c\u5316\u3057\u305f\u3002 \u30eb\u30fc\u30eb\u3092\u66f8\u304b\u305a\u306b\u7cbe\u5ea6\u3092\u5e95\u4e0a\u3052\u3059\u308b \u6587\u4f53\u3084\u30c8\u30fc\u30f3\u3001\u5206\u985e\u306e\u5883\u76ee\u306e\u3088\u3046\u306b\u3001\u30eb\u30fc\u30eb\u3068\u3057\u3066\u660e\u6587\u5316\u3059\u308b\u306e\u304c\u96e3\u3057\u3044\u8981\u6c42\u3082\u3001\u5d29\u308c\u305f\u6587\u3068\u305d\u306e\u6574\u3048\u305f\u5f8c\u3092\u624b\u672c\u3068\u3057\u3066\u898b\u305b\u308c\u3070\u578b\u3068\u3057\u3066\u4f1d\u308f\u308b\u3002\u51fa\u529b\u306e\u5f62\u5f0f\u3092\u305d\u308d\u3048\u305f\u3044\u3068\u304d\u3082\u540c\u3058\u3067\u3001\u898b\u51fa\u3057\u306e\u4ed8\u3051\u65b9\u3084\u6c7a\u307e\u3063\u305f\u30c7\u30fc\u30bf\u5f62\u5f0f\u3092\u624b\u672c\u3067\u793a\u3059\u3068\u3001\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u304c\u305d\u306e\u5f62\u306b\u8fd1\u3065\u304d\u3001\u5f8c\u7d9a\u306e\u51e6\u7406\u3067\u6271\u3044\u3084\u3059\u304f\u306a\u308b\u3002\u624b\u672c\u304c2\u301c3\u500b\u3042\u308b\u3060\u3051\u3067\u3082\u3001\u6307\u793a\u3060\u3051\u306e\u3068\u304d\u3088\u308a\u89e3\u91c8\u306e\u3076\u308c\u304c\u6e1b\u308a\u3001\u7b54\u3048\u304c\u5b89\u5b9a\u3059\u308b\u3002  \u305f\u3060\u3057\u624b\u672c\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6587\u5b57\u6570\uff08\u30c8\u30fc\u30af\u30f3\uff09\u3092\u6d88\u8cbb\u3059\u308b\u3002\u9577\u3044\u5165\u529b\u3092\u6271\u3046\u5834\u9762\u3067\u306f\u3001\u624b\u672c\u3092\u5897\u3084\u3057\u3059\u304e\u308b\u3068\u51e6\u7406\u306e\u8ca0\u62c5\u3068\u91e3\u308a\u5408\u308f\u306a\u304f\u306a\u308b\u305f\u3081\u3001\u5fc5\u8981\u306a\u6570\u306b\u3068\u3069\u3081\u308b\u3002 \u624b\u672c\u306e\u9078\u3073\u65b9\u3068\u4e26\u3079\u65b9\u3067\u7d50\u679c\u304c\u5909\u308f\u308b Few-shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306e\u52b9\u679c\u306f\u3001\u624b\u672c\u306e\u4f5c\u308a\u65b9\u306b\u5927\u304d\u304f\u5de6\u53f3\u3055\u308c\u308b\u3002  \u307e\u305a\u3001\u3059\u3079\u3066\u306e\u624b\u672c\u3067\u300c\u5165\u529b\u2192\u51fa\u529b\u300d\u306e\u66f8\u304d\u65b9\u3092\u305d\u308d\u3048\u308b\u3002\u533a\u5207\u308a\u8a18\u53f7\u3084\u30e9\u30d9\u30eb\u306e\u8868\u8a18\u304c\u3070\u3089\u3064\u304f\u3068\u3001\u30e2\u30c7\u30eb\u304c\u578b\u3092\u8aad\u307f\u9055\u3048\u308b\u3002\u5206\u985e\u3055\u305b\u308b\u306a\u3089\u3001\u7279\u5b9a\u306e\u30e9\u30d9\u30eb\u3070\u304b\u308a\u306b\u504f\u3063\u305f\u624b\u672c\u3092\u4e26\u3079\u306a\u3044\u3002\u624b\u672c\u306e\u9806\u756a\u306b\u3088\u3063\u3066\u3082\u7d50\u679c\u304c\u5909\u308f\u308b\u3053\u3068\u304c\u77e5\u3089\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u7b54\u3048\u304c\u304b\u305f\u3088\u3063\u305f\u3089\u4e26\u3079\u66ff\u3048\u3066\u78ba\u304b\u3081\u308b\u3002  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