{"id":38365,"date":"2026-03-30T14:53:59","date_gmt":"2026-03-30T05:53:59","guid":{"rendered":"https:\/\/uxdaystokyo.com\/articles\/?post_type=glossary&#038;p=38365"},"modified":"2026-03-30T14:53:59","modified_gmt":"2026-03-30T05:53:59","slug":"zero-shot-chain-of-thought","status":"publish","type":"glossary","link":"https:\/\/uxdaystokyo.com\/articles\/glossary\/zero-shot-chain-of-thought\/","title":{"rendered":"Zero-shot CoT"},"content":{"rendered":"<p>Zero-shot Chain of Thought\uff08\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u601d\u8003\u306e\u9023\u9396\uff09\u3068\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306b\u5bfe\u3057\u3001\u601d\u8003\u306e\u624b\u672c\u3092\u4e00\u5207\u4e0e\u3048\u305a\u3001\u300c\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u3067\u8003\u3048\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u3044\u3063\u305f\u5358\u7d14\u306a\u6307\u793a\u3092\u52a0\u3048\u308b\u3060\u3051\u3067\u3001\u8907\u96d1\u306a\u554f\u984c\u3078\u306e\u63a8\u8ad6\u80fd\u529b\u3092\u5411\u4e0a\u3055\u305b\u308b\u624b\u6cd5\u3067\u3042\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001AI\u306f\u7d50\u8ad6\u306b\u81f3\u308b\u307e\u3067\u306e\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u3092\u6587\u7ae0\u3068\u3057\u3066\u51fa\u529b\u3059\u308b\u3088\u3046\u306b\u306a\u308b\u3002\u3053\u306e\u601d\u8003\u306e\u53ef\u8996\u5316\u306f\u3001AI\u306e\u56de\u7b54\u306e\u4fe1\u983c\u6027\u3092\u9ad8\u3081\u3001\u4eba\u9593\u304c\u3088\u308a\u6df1\u304f\u3001\u7d0d\u5f97\u611f\u306e\u3042\u308b\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u305f\u3081\u306e\u5f37\u529b\u306a\u571f\u53f0\u3068\u306a\u308b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/03\/zero-shot-cot-1.png\" alt=\"\" width=\"1024\" height=\"559\" class=\"size-large wp-image-38377 aligncenter\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/03\/zero-shot-cot-1.png 1024w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/03\/zero-shot-cot-1-300x164.png 300w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/03\/zero-shot-cot-1-768x419.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<h2>\u7d50\u8ad6\u3078\u306e\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u3092\u53ef\u8996\u5316\u3059\u308b<\/h2>\n<p>Zero-shot CoT\u306e\u672c\u8cea\u306f\u3001AI\u306b\u6700\u7d42\u7684\u306a\u7b54\u3048\u3092\u76f4\u63a5\u51fa\u3055\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u307e\u305a\u7d50\u8ad6\u306b\u81f3\u308b\u307e\u3067\u306e\u4e2d\u9593\u7684\u306a\u601d\u8003\u30b9\u30c6\u30c3\u30d7\u3092\u751f\u6210\u3055\u305b\u308b\u70b9\u306b\u3042\u308b\u3002\u4eba\u9593\u304c\u96e3\u554f\u306b\u53d6\u308a\u7d44\u3080\u969b\u306b\u3001\u554f\u984c\u3092\u5206\u89e3\u3057\u3001\u9806\u3092\u8ffd\u3063\u3066\u4e00\u3064\u305a\u3064\u89e3\u6c7a\u3057\u3066\u3044\u304f\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u3092\u6a21\u5023\u3055\u305b\u308b\u306e\u3067\u3042\u308b\u3002\u3053\u306e\u624b\u6cd5\u306b\u3088\u3063\u3066\u3001\u5358\u306b\u6b63\u7b54\u7387\u304c\u5411\u4e0a\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u306a\u305c\u305d\u306e\u7d50\u8ad6\u306b\u81f3\u3063\u305f\u306e\u304b\u300d\u3068\u3044\u3046AI\u306e\u601d\u8003\u904e\u7a0b\u304c\u53ef\u8996\u5316\u3055\u308c\u308b\u3002\u3053\u306e\u900f\u660e\u6027\u306f\u3001AI\u304c\u751f\u6210\u3057\u305f\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306e\u59a5\u5f53\u6027\u3092\u4eba\u9593\u304c\u8a55\u4fa1\u3057\u3001\u305d\u306e\u8ad6\u7406\u306e\u7a74\u3084\u898b\u843d\u3068\u3057\u3092\u691c\u8a3c\u3059\u308b\u3053\u3068\u3092\u5bb9\u6613\u306b\u3059\u308b\u3002<\/p>\n<h2>\u8a9e\u6e90\u30fb\u63d0\u5531\u8005<\/h2>\n<p>\u3053\u306e\u624b\u6cd5\u306f\u30012022\u5e745\u6708\u306b\u767a\u8868\u3055\u308c\u305f\u8ad6\u6587\u300cLarge Language Models are Zero-Shot Reasoners\u300d\u3067\u63d0\u5531\u3055\u308c\u305f\u3002\u7b46\u982d\u8457\u8005\u306f\u3001\u5f53\u6642\u6771\u4eac\u5927\u5b66\u306e\u5b66\u751f\u3067\u3042\u3063\u305f\u5c0f\u5cf6\u6b66\u6c0f\u3092\u542b\u3080\u3001Google\u3068\u306e\u5171\u540c\u7814\u7a76\u30c1\u30fc\u30e0\u3067\u3042\u308b\u3002\u80cc\u666f\u306b\u306f\u3001\u5148\u884c\u7814\u7a76\u300cChain of Thought (CoT)\u300d\u304c\u3042\u3063\u305f\u3002CoT\u306f\u3001\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u3092\u542b\u3080\u624b\u672c\u3092\u3044\u304f\u3064\u304b\u63d0\u793a\u3059\u308b\u3053\u3068\u3067AI\u306e\u63a8\u8ad6\u80fd\u529b\u3092\u9ad8\u3081\u308b\u753b\u671f\u7684\u306a\u624b\u6cd5\u3060\u3063\u305f\u304c\u3001\u8cea\u306e\u9ad8\u3044\u624b\u672c\u3092\u4eba\u9593\u304c\u4f5c\u6210\u3059\u308b\u624b\u9593\u304c\u8ab2\u984c\u3067\u3042\u3063\u305f\u3002\u5c0f\u5cf6\u6c0f\u3089\u306f\u3053\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u3079\u304f\u3001\u624b\u672c\u306a\u3057\uff08Zero-shot\uff09\u3067\u540c\u69d8\u306e\u52b9\u679c\u3092\u5f97\u3089\u308c\u306a\u3044\u304b\u3068\u8003\u3048\u3001\u5de8\u5927\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u300c\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u3067\u8003\u3048\u3066\u300d\u3068\u3044\u3046\u4e00\u8a00\u3060\u3051\u3067\u3001\u81ea\u5f8b\u7684\u306b\u601d\u8003\u306e\u9023\u9396\u3092\u751f\u6210\u3059\u308b\u80fd\u529b\u3092\u6301\u3064\u3053\u3068\u3092\u767a\u898b\u3057\u305f\u3002<\/p>\n<div id=\"attachment_38370\" style=\"width: 760px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-38370\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/03\/kojima-takeshi.jpg\" alt=\"\" width=\"750\" height=\"500\" class=\"wp-image-38370 size-large\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/03\/kojima-takeshi.jpg 750w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/03\/kojima-takeshi-300x200.jpg 300w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" \/><p id=\"caption-attachment-38370\" class=\"wp-caption-text\">\u5c0f\u5cf6 \u6b66\u6c0f \u5f15\u7528\uff1ahttps:\/\/scienceportal.jst.go.jp\/stories\/20250205_e01\/<\/p><\/div>\n<h2>\u624b\u672c\u306a\u3057\u3067AI\u306e\u601d\u8003\u3092\u900f\u660e\u306b\u3059\u308b<\/h2>\n<p>Zero-shot CoT\u304c\u3082\u305f\u3089\u3059\u6700\u5927\u306e\u4fa1\u5024\u306f\u3001\u30b3\u30b9\u30c8\u3092\u304b\u3051\u305a\u306bAI\u306e\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u3092\u53ef\u8996\u5316\u3057\u3001\u305d\u306e\u4fe1\u983c\u6027\u3092\u9ad8\u3081\u3089\u308c\u308b\u70b9\u306b\u3042\u308b\u3002\u5f93\u6765\u306e\u624b\u6cd5\u3067\u306f\u3001AI\u306b\u9ad8\u5ea6\u306a\u63a8\u8ad6\u3092\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u4eba\u9593\u304c\u591a\u304f\u306e\u6642\u9593\u3092\u8cbb\u3084\u3057\u3066\u624b\u672c\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u3063\u305f\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u624b\u6cd5\u306f\u305d\u306e\u624b\u9593\u3092\u5b8c\u5168\u306b\u4e0d\u8981\u306b\u3059\u308b\u3002<\/p>\n<ul>\n<li><strong>\u624b\u4f5c\u696d\u3067\u306e\u4f8b\u793a\u304c\u4e0d\u8981<\/strong><\/li>\n<\/ul>\n<p>\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u89e3\u304b\u305b\u308b\u305f\u3081\u306b\u3001\u624b\u4f5c\u696d\u3067\u8907\u6570\u306e\u4f8b\u3092\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u3001\u30b3\u30b9\u30c8\u3068\u6642\u9593\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u8ab0\u3067\u3082\u624b\u8efd\u306b\u9ad8\u5ea6\u306a\u63a8\u8ad6\u80fd\u529b\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308b\u3002<\/p>\n<ul>\n<li><strong>\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u306e\u900f\u660e\u5316<\/strong><\/li>\n<\/ul>\n<p>AI\u304c\u3069\u306e\u3088\u3046\u306b\u7d50\u8ad6\u3092\u5c0e\u304d\u51fa\u3057\u305f\u304b\u306e\u300c\u601d\u8003\u306e\u904e\u7a0b\u300d\u304c\u6587\u7ae0\u3068\u3057\u3066\u51fa\u529b\u3055\u308c\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7d50\u679c\u306e\u59a5\u5f53\u6027\u3092\u4eba\u9593\u304c\u691c\u8a3c\u3057\u3084\u3059\u304f\u306a\u308a\u3001AI\u3068\u306e\u5354\u696d\u306b\u304a\u3051\u308b\u7d0d\u5f97\u611f\u3092\u91b8\u6210\u3059\u308b\u3002<\/p>\n<ul>\n<li><strong>\u5e45\u5e83\u3044\u63a8\u8ad6\u30bf\u30b9\u30af\u3078\u306e\u5fdc\u7528<\/strong><\/li>\n<\/ul>\n<p>\u7b97\u8853\u63a8\u8ad6\u3084\u5e38\u8b58\u63a8\u8ad6\u306a\u3069\u3001\u7279\u5b9a\u306e\u9818\u57df\u306b\u7279\u5316\u3057\u305f\u8abf\u6574\u3092\u305b\u305a\u3068\u3082\u3001\u591a\u69d8\u306a\u554f\u984c\u89e3\u6c7a\u306b\u9069\u7528\u3067\u304d\u308b\u9ad8\u3044\u6c4e\u7528\u6027\u3092\u6301\u3064\u3002<\/p>\n<h2>\u9b54\u6cd5\u306e\u8a00\u8449\u3067\u63a8\u8ad6\u30e2\u30fc\u30c9\u3092\u8d77\u52d5\u3059\u308b<\/h2>\n<p>Zero-shot CoT\u306f\u3001\u300c\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u3067\u8003\u3048\u3066\u304f\u3060\u3055\u3044\uff08Let&#8217;s think step by step.\uff09\u300d\u3068\u3044\u3046\u6307\u793a\u3092\u30c8\u30ea\u30ac\u30fc\u3068\u3057\u3066\u6a5f\u80fd\u3055\u305b\u308b\u3002\u3053\u306e\u300c\u9b54\u6cd5\u306e\u8a00\u8449\u300d\u3092\u53d7\u3051\u53d6\u3063\u305f\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3001\u5373\u5ea7\u306b\u7d50\u8ad6\u3092\u51fa\u529b\u3059\u308b\u30e2\u30fc\u30c9\u304b\u3089\u3001\u63a8\u8ad6\u904e\u7a0b\u3092\u8a73\u7d30\u306b\u8a18\u8ff0\u3059\u308b\u30e2\u30fc\u30c9\u3078\u3068\u5207\u308a\u66ff\u308f\u308b\u3002\u307e\u305a\u3001\u4e0e\u3048\u3089\u308c\u305f\u554f\u3044\u3092\u5206\u6790\u3057\u3001\u95a2\u9023\u77e5\u8b58\u3092\u60f3\u8d77\u3057\u3001\u305d\u308c\u3089\u3092\u7d44\u307f\u5408\u308f\u305b\u306a\u304c\u3089\u8ad6\u7406\u7684\u306a\u9023\u9396\u3092\u69cb\u7bc9\u3057\u3066\u3044\u304f\u3002\u305d\u3057\u3066\u3001\u81ea\u3089\u751f\u6210\u3057\u305f\u601d\u8003\u306e\u9023\u9396\u306b\u57fa\u3065\u3044\u3066\u3001\u6700\u7d42\u7684\u306a\u7d50\u8ad6\u3092\u5c0e\u304d\u51fa\u3059\u306e\u3067\u3042\u308b\u3002\u3053\u306e\u4ed5\u7d44\u307f\u306f\u3001\u30e2\u30c7\u30eb\u306e\u898f\u6a21\u304c\u4e00\u5b9a\u306e\u95be\u5024\u3092\u8d85\u3048\u308b\u3068\u73fe\u308c\u308b\u300c\u5275\u767a\u7684\u80fd\u529b\u300d\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u7279\u306b\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u9855\u8457\u306a\u52b9\u679c\u3092\u767a\u63ee\u3059\u308b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/03\/zero-shot-cot-4.png\" alt=\"\" width=\"1024\" height=\"559\" class=\"size-large wp-image-38374 aligncenter\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/03\/zero-shot-cot-4.png 1024w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/03\/zero-shot-cot-4-300x164.png 300w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/03\/zero-shot-cot-4-768x419.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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loading=\"lazy\" decoding=\"async\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/03\/zero-shot-cot-5.png\" alt=\"\" width=\"1024\" height=\"559\" class=\"size-large wp-image-38373 aligncenter\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/03\/zero-shot-cot-5.png 1024w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/03\/zero-shot-cot-5-300x164.png 300w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/03\/zero-shot-cot-5-768x419.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<h2>\u95a2\u9023\u7528\u8a9e<\/h2>\n<ul>\n<li>\u5275\u767a\u7684\u80fd\u529b<\/li>\n<\/ul>\n<blockquote class=\"wp-embedded-content\" data-secret=\"KpqpjAscov\"><p><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/chain-of-thought\/\">Chain-of-Thought<\/a><\/p><\/blockquote>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;Chain-of-Thought&#8221; &#8212; UX TIMES\" src=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/chain-of-thought\/embed\/#?secret=nHXtrhU4Iw#?secret=KpqpjAscov\" data-secret=\"KpqpjAscov\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"FJczAUgiAm\"><p><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/prompt-engineering\/\">\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0<\/a><\/p><\/blockquote>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0&#8221; &#8212; UX TIMES\" src=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/prompt-engineering\/embed\/#?secret=63er1aSlWn#?secret=FJczAUgiAm\" data-secret=\"FJczAUgiAm\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6307\u793a\u4e00\u3064\u3067AI\u306b\u6bb5\u968e\u7684\u306a\u601d\u8003\u3092\u4fc3\u3059\u30d7\u30ed\u30f3\u30d7\u30c8\u624b\u6cd5\u3002<\/p>\n","protected":false},"author":61,"featured_media":38372,"template":"","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"English":"","footnotes":""},"glossary-category":[418],"glossary_tag":[],"class_list":["post-38365","glossary","type-glossary","status-publish","has-post-thumbnail","hentry","glossary-category-technology"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/glossary\/38365","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/glossary"}],"about":[{"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/types\/glossary"}],"author":[{"embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/users\/61"}],"version-history":[{"count":4,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/glossary\/38365\/revisions"}],"predecessor-version":[{"id":38378,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/glossary\/38365\/revisions\/38378"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/media\/38372"}],"wp:attachment":[{"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/media?parent=38365"}],"wp:term":[{"taxonomy":"glossary-category","embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/glossary-category?post=38365"},{"taxonomy":"glossary_tag","embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/glossary_tag?post=38365"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}