{"id":34941,"date":"2025-09-24T11:25:06","date_gmt":"2025-09-24T02:25:06","guid":{"rendered":"https:\/\/uxdaystokyo.com\/articles\/?post_type=glossary&#038;p=34941"},"modified":"2025-09-24T11:59:44","modified_gmt":"2025-09-24T02:59:44","slug":"in-context-learning","status":"publish","type":"glossary","link":"https:\/\/uxdaystokyo.com\/articles\/glossary\/in-context-learning\/","title":{"rendered":"\u30a4\u30f3\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0"},"content":{"rendered":"<p data-start=\"29\" data-end=\"318\">\u4e8b\u524d\u306b\u91cd\u307f\u3092\u66f4\u65b0\uff08\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u30e2\u30c7\u30eb\u306b\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u5185\u3067\u300d\u30bf\u30b9\u30af\u306e\u4f8b\u3084\u6307\u793a\u3092\u4e0e\u3048\u308b\u3060\u3051\u3067\u3001\u305d\u306e\u5834\u3067\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3092\u9042\u884c\u3055\u305b\u308b\u80fd\u529b\u3067\u3042\u308b\u3002<\/p>\n<p data-start=\"29\" data-end=\"318\">\u3064\u307e\u308a\u3001\u30e2\u30c7\u30eb\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u4e2d\u306e\u5165\u529b\u2500\u51fa\u529b\u4f8b\u3084\u81ea\u7136\u8a00\u8a9e\u306e\u6307\u793a\u3092\u201c\u6587\u8108\uff08context\uff09\u201d\u3068\u3057\u3066\u53d7\u3051\u53d6\u308a\u3001\u305d\u306e\u6587\u8108\u304b\u3089\u6697\u9ed9\u306e\u30eb\u30fc\u30eb\u3084\u5909\u63db\u3092\u63a8\u6e2c\u3057\u3066\u65b0\u3057\u3044\u5165\u529b\u306b\u5bfe\u3059\u308b\u51fa\u529b\u3092\u751f\u6210\u3059\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u540c\u3058\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u304c\u591a\u6570\u306e\u30bf\u30b9\u30af\u3092\u67d4\u8edf\u306b\u3053\u306a\u3059\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308b\u3002<\/p>\n<p>[\u30e2\u30c7\u30eb\u306e\u52d5\u4f5c]<br \/>\n\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6761\u4ef6\u3068\u3057\u3066\u6b21\u30c8\u30fc\u30af\u30f3\u3092\u4e88\u6e2c<br \/>\n\u30fb\u30d1\u30e9\u30e1\u30fc\u30bf\u66f4\u65b0\u306f\u884c\u308f\u306a\u3044\uff08\u63a8\u8ad6\u6642\u306e\u632f\u308b\u821e\u3044\uff09<br \/>\n\u2193<br \/>\n[\u751f\u6210\u7d50\u679c]<br \/>\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502 \u65b0\u898f\u5165\u529bX \u2192 \u30e2\u30c7\u30eb\u304c\u751f\u6210\u3057\u305f\u51fa\u529bX&#8217; \u2502<br \/>\n\u2502 \uff08\u4f8b\u793a\u306b\u57fa\u3065\u304d\u51fa\u529b\u304c\u6c7a\u5b9a\u3055\u308c\u308b\uff09 \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n<p>\uff08\u7528\u9014\u4f8b\uff09<br \/>\n\u30fb\u30de\u30a4\u30af\u30ed\u30b3\u30d4\u30fc\u751f\u6210\u3001\u4f1a\u8a71\u30e2\u30c3\u30af\u3001FAQ\u81ea\u52d5\u6848<br \/>\n\u30fb\u6ce8\u610f: \u691c\u8a3c\u30fb\u4eba\u9593\u30ec\u30d3\u30e5\u30fc\u5fc5\u9808<\/p>\n<h2 data-start=\"320\" data-end=\"328\">\u8d77\u6e90\u30fb\u63d0\u5531\u8005<\/h2>\n<p data-start=\"329\" data-end=\"610\">\u30a4\u30f3\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u3044\u3046\u7528\u8a9e\u3068\u305d\u306e\u6ce8\u76ee\u306f\u3001OpenAI \u306e GPT-3 \u8ad6\u6587\uff08Tom B. Brown \u3089, \u201cLanguage Models are Few-Shot Learners\u201d, 2020<strong data-start=\"354\" data-end=\"438\">\uff09<\/strong> \u306b\u3088\u3063\u3066\u5e83\u304f\u77e5\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002<\/p>\n<p data-start=\"329\" data-end=\"610\">\u8ad6\u6587\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306b\u6570\u4f8b\uff08few-shot\uff09\u3092\u542b\u3080\u30c6\u30ad\u30b9\u30c8\u3092\u4e0e\u3048\u308b\u3060\u3051\u3067\u3001\u591a\u69d8\u306a\u30bf\u30b9\u30af\u3092\u5b66\u7fd2\u305b\u305a\u306b\u5b9f\u884c\u3067\u304d\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3001ICL \u306e\u7814\u7a76\u304c\u6d3b\u767a\u5316\u3057\u305f\u3002\u53b3\u5bc6\u306b\u306f\u300c\u5358\u4e00\u306e\u500b\u4eba\u304c\u63d0\u5531\u3057\u305f\u300d\u6982\u5ff5\u3067\u306f\u306a\u304f\u3001OpenAI \u306e\u30c1\u30fc\u30e0\u5b9f\u9a13\u304c\u5951\u6a5f\u3067\u3042\u308b\u3002<span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\" data-testid=\"webpage-citation-pill\"><a href=\"https:\/\/arxiv.org\/pdf\/2005.14165?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" alt=\"https:\/\/arxiv.org\/pdf\/2005.14165?utm_source=chatgpt.com\" class=\"flex h-4.5 overflow-hidden rounded-xl px-2 text-[9px] font-medium transition-colors duration-150 ease-in-out text-token-text-secondary! bg-[#F4F4F4]! dark:bg-[#303030]!\"><span class=\"relative start-0 bottom-0 flex h-full w-full items-center\"><span class=\"flex h-4 w-full items-center justify-between\"><span class=\"max-w-[15ch] grow truncate overflow-hidden text-center\">arXiv<\/span><span class=\"-me-1 flex h-full items-center rounded-full px-1 text-[#8F8F8F]\">+1<\/span><\/span><\/span><\/a><\/span><\/span><\/p>\n<p data-start=\"612\" data-end=\"664\">\uff08\u53c2\u8003\u306e\u4eba\u7269\u5199\u771f\uff09Tom B. Brown\uff08OpenAI \u8ad6\u6587\u306e\u7b46\u982d\u8457\u8005\u306e\u4e00\u4eba\uff09\u306b\u95a2\u3059\u308b\u516c\u958b\u5199\u771f\u306e\u4e00\u4f8b\u3002<\/p>\n<h2 data-start=\"666\" data-end=\"678\">\u4ed5\u7d44\u307f\uff08\u7c21\u6f54\u306a\u7406\u89e3\uff09<\/h2>\n<p data-start=\"679\" data-end=\"909\">ICL \u306f\u30e2\u30c7\u30eb\u5185\u90e8\u3067\u306e\u300c\u30d1\u30e9\u30e1\u30fc\u30bf\u66f4\u65b0\u300d\u3092\u4f34\u308f\u306a\u3044\u70b9\u304c\u7279\u5fb4\u3067\u3042\u308b\u3002\u4e0e\u3048\u305f\u4f8b\u306f\u5358\u306b\u9577\u3044\u5165\u529b\u30b7\u30fc\u30b1\u30f3\u30b9\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\uff09\u3068\u3057\u3066\u6271\u308f\u308c\u3001\u30e2\u30c7\u30eb\u306f\u305d\u306e\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u6761\u4ef6\u306b\u6b21\u306e\u30c8\u30fc\u30af\u30f3\u3092\u4e88\u6e2c\u3059\u308b\u904e\u7a0b\u3067\u3001\u6697\u9ed9\u306b\u30bf\u30b9\u30af\u4ed5\u69d8\u3092\u63a8\u5b9a\u3057\u3066\u3044\u308b\u3068\u8003\u3048\u3089\u308c\u3066\u3044\u308b\u3002\u7814\u7a76\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u306f\u300c\u306a\u305c\u3053\u308c\u304c\u53ef\u80fd\u304b\u300d\u3068\u3044\u3046\u554f\u3044\u304c\u6d3b\u767a\u306b\u8b70\u8ad6\u3055\u308c\u3066\u304a\u308a\u3001\u78ba\u7387\u7684\u63a8\u8ad6\u3084\u591a\u30bf\u30b9\u30af\u5b66\u7fd2\u306e\u526f\u7523\u7269\u3068\u3057\u3066\u8aac\u660e\u3059\u308b\u67a0\u7d44\u307f\u306a\u3069\u304c\u63d0\u6848\u3055\u308c\u3066\u3044\u308b\u3002<span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\" data-testid=\"webpage-citation-pill\"><\/span><\/span><\/p>\n<h2 data-start=\"911\" data-end=\"931\">\u30c7\u30b6\u30a4\u30f3\u5206\u91ce\u3067\u306e\u5229\u7528\u65b9\u6cd5\uff08\u3067\u3042\u308b\u8abf\uff09<\/h2>\n<ol data-start=\"932\" data-end=\"1475\">\n<li data-start=\"932\" data-end=\"1109\">\n<p data-start=\"935\" data-end=\"1109\"><strong data-start=\"935\" data-end=\"962\">\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u6bb5\u968e\u306e\u9ad8\u901f\u691c\u8a3c\u30c4\u30fc\u30eb\u3068\u3057\u3066\u4f7f\u3046<\/strong><br data-start=\"962\" data-end=\"965\" \/>\u65e9\u671f\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306e\u8aac\u660e\u6587\u3084\u4ed5\u69d8\u30b5\u30f3\u30d7\u30eb\u3092ICL\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u3057\u3066\u4e0e\u3048\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u5411\u3051\u8aac\u660e\u6587\uff08\u30de\u30a4\u30af\u30ed\u30b3\u30d4\u30fc\uff09\u3001FAQ\u3001\u6848\u5185\u6587\u306e\u8907\u6570\u6848\u3092\u77ed\u6642\u9593\u3067\u751f\u6210\u30fb\u6bd4\u8f03\u3067\u304d\u308b\u3002\u7d30\u304b\u3044\u6587\u4f53\u8abf\u6574\u3084\u30c8\u30fc\u30f3\u306e\u30c6\u30b9\u30c8\u306b\u6709\u52b9\u3067\u3042\u308b\u3002<span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\" data-testid=\"webpage-citation-pill\"><a href=\"https:\/\/www.ibm.com\/think\/topics\/in-context-learning?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" alt=\"https:\/\/www.ibm.com\/think\/topics\/in-context-learning?utm_source=chatgpt.com\" class=\"flex h-4.5 overflow-hidden rounded-xl px-2 text-[9px] font-medium transition-colors duration-150 ease-in-out text-token-text-secondary! bg-[#F4F4F4]! dark:bg-[#303030]!\"><span class=\"relative start-0 bottom-0 flex h-full w-full items-center\"><span class=\"flex h-4 w-full items-center justify-between overflow-hidden\"><span class=\"max-w-[15ch] grow truncate overflow-hidden text-center\">IBM<\/span><\/span><\/span><\/a><\/span><\/span><\/p>\n<\/li>\n<li data-start=\"1111\" data-end=\"1270\">\n<p data-start=\"1114\" data-end=\"1270\"><strong data-start=\"1114\" data-end=\"1138\">\u30e6\u30fc\u30b6\u30fc\u30b7\u30ca\u30ea\u30aa\u3084\u30da\u30eb\u30bd\u30ca\u8868\u73fe\u306e\u81ea\u52d5\u88dc\u5b8c<\/strong><br data-start=\"1138\" data-end=\"1141\" \/>\u4ee3\u8868\u7684\u306a\u30e6\u30fc\u30b6\u30fc\u4e8b\u4f8b\uff08\u5165\u529b\uff09\u3068\u671f\u5f85\u56de\u7b54\uff08\u51fa\u529b\uff09\u3092\u6570\u4ef6\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u542b\u3081\u308b\u3068\u3001\u65b0\u305f\u306a\u30b7\u30ca\u30ea\u30aa\u3084\u5bfe\u8a71\u30d1\u30bf\u30fc\u30f3\u3092\u751f\u6210\u3067\u304d\u308b\u305f\u3081\u3001UX\u30e9\u30a4\u30c6\u30a3\u30f3\u30b0\u3084\u4f1a\u8a71\u30d5\u30ed\u30fc\u8a2d\u8a08\u306e\u521d\u671f\u6848\u4f5c\u308a\u306b\u9069\u3057\u3066\u3044\u308b\u3002<span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\" data-testid=\"webpage-citation-pill\"><a href=\"https:\/\/aclanthology.org\/2022.deelio-1.10.pdf?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" alt=\"https:\/\/aclanthology.org\/2022.deelio-1.10.pdf?utm_source=chatgpt.com\" class=\"flex h-4.5 overflow-hidden rounded-xl px-2 text-[9px] font-medium transition-colors duration-150 ease-in-out text-token-text-secondary! bg-[#F4F4F4]! dark:bg-[#303030]!\"><span class=\"relative start-0 bottom-0 flex h-full w-full items-center\"><span class=\"flex h-4 w-full items-center justify-between overflow-hidden\"><span class=\"max-w-[15ch] grow truncate overflow-hidden text-center\">ACL Anthology<\/span><\/span><\/span><\/a><\/span><\/span><\/p>\n<\/li>\n<li data-start=\"1272\" data-end=\"1475\">\n<p data-start=\"1275\" data-end=\"1475\"><strong data-start=\"1275\" data-end=\"1301\">\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u30eb\u30fc\u30eb\u306e\u30c6\u30b9\u30c8\uff08\u5b9f\u9a13\u7684\u691c\u8a3c\uff09<\/strong><br data-start=\"1301\" data-end=\"1304\" \/>\u3042\u308bUI\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u4f8b\uff08\u4f8b\uff1a\u30d5\u30a9\u30fc\u30e0\u5165\u529b\u2192\u30b7\u30b9\u30c6\u30e0\u53cd\u5fdc\uff09\u3092\u63d0\u793a\u3057\u3001\u5225\u306e\u5165\u529b\u306b\u5bfe\u3059\u308b\u671f\u5f85\u3055\u308c\u308b\u53cd\u5fdc\u3092\u30e2\u30c7\u30eb\u306b\u751f\u6210\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u8a2d\u8a08\u30eb\u30fc\u30eb\u304c\u4e00\u8cab\u3057\u3066\u3044\u308b\u304b\u3092\u30c1\u30a7\u30c3\u30af\u3067\u304d\u308b\u3002\u7279\u306b\u591a\u69d8\u306a\u4f8b\u3067\u6319\u52d5\u304c\u5909\u308f\u308b\u304b\u3092\u898b\u308b\u3053\u3068\u3067\u3001\u300c\u3069\u306e\u4f8b\u304c\u8a2d\u8a08\u306e\u672c\u8cea\u3092\u6c7a\u3081\u3066\u3044\u308b\u304b\u300d\u304c\u5206\u304b\u308b\u3002<span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\" data-testid=\"webpage-citation-pill\"><a href=\"https:\/\/aclanthology.org\/2022.deelio-1.10.pdf?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" alt=\"https:\/\/aclanthology.org\/2022.deelio-1.10.pdf?utm_source=chatgpt.com\" class=\"flex h-4.5 overflow-hidden rounded-xl px-2 text-[9px] font-medium transition-colors duration-150 ease-in-out text-token-text-secondary! bg-[#F4F4F4]! dark:bg-[#303030]!\"><span class=\"relative start-0 bottom-0 flex h-full w-full items-center\"><span class=\"flex h-4 w-full items-center justify-between overflow-hidden\"><span class=\"max-w-[15ch] grow truncate overflow-hidden text-center\">ACL Anthology<\/span><\/span><\/span><\/a><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n<h2 data-start=\"1477\" data-end=\"1503\">\u5177\u4f53\u7684\u306a\u4e8b\u4f8b\uff08\u30d7\u30ed\u30c0\u30af\u30c8\uff0f\u30b3\u30f3\u30c6\u30f3\u30c4\u8a2d\u8a08\u306e\u89b3\u70b9\uff09<\/h2>\n<ul data-start=\"1504\" data-end=\"1976\">\n<li data-start=\"1504\" data-end=\"1645\">\n<p data-start=\"1506\" data-end=\"1645\"><strong data-start=\"1506\" data-end=\"1526\">\u30de\u30a4\u30af\u30ed\u30b3\u30d4\u30fc\u751f\u6210\u306eA\/B\u6848\u4f5c\u6210<\/strong><br data-start=\"1526\" data-end=\"1529\" \/>\u65e2\u5b58\u306e\u300c\u6210\u529f\u300d\u4f8b\uff08\u64cd\u4f5c\u8aac\u660e\u2192\u30e6\u30fc\u30b6\u30fc\u53cd\u5fdc\uff09\u30923\u301c5\u7d44\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u63d0\u793a\u3057\u3001\u65b0\u3057\u3044\u30a8\u30e9\u30fc\u72b6\u614b\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u6848\u3092\u751f\u6210\u3002\u77ed\u6642\u9593\u3067\u8907\u6570\u6848\u3092\u5f97\u3066\u30e6\u30fc\u30b6\u30fc\u30c6\u30b9\u30c8\u306b\u56de\u305b\u308b\u3002<span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\" data-testid=\"webpage-citation-pill\"><a href=\"https:\/\/www.lakera.ai\/blog\/what-is-in-context-learning?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" alt=\"https:\/\/www.lakera.ai\/blog\/what-is-in-context-learning?utm_source=chatgpt.com\" class=\"flex h-4.5 overflow-hidden rounded-xl px-2 text-[9px] font-medium transition-colors duration-150 ease-in-out text-token-text-secondary! bg-[#F4F4F4]! dark:bg-[#303030]!\"><span class=\"relative start-0 bottom-0 flex h-full w-full items-center\"><span class=\"flex h-4 w-full items-center justify-between overflow-hidden\"><span class=\"max-w-[15ch] grow truncate overflow-hidden text-center\">lakera.ai<\/span><\/span><\/span><\/a><\/span><\/span><\/p>\n<\/li>\n<li data-start=\"1647\" data-end=\"1804\">\n<p data-start=\"1649\" data-end=\"1804\"><strong data-start=\"1649\" data-end=\"1676\">\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u30c6\u30f3\u30d7\u30ec\u81ea\u52d5\u5316\uff08\u8a2d\u8a08\u652f\u63f4\uff09<\/strong><br data-start=\"1676\" data-end=\"1679\" \/>\u4ee3\u8868\u7684\u306a\u554f\u3044\u5408\u308f\u305b\u3068\u9069\u5207\u306a\u5fdc\u7b54\u3092\u6570\u4f8b\u793a\u3059\u3068\u3001\u985e\u4f3c\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u3059\u308b\u30c6\u30f3\u30d7\u30ec\u6848\u304c\u5f97\u3089\u308c\u308b\u3002\u3053\u3053\u3067\u8a2d\u8a08\u8005\u306f\u751f\u6210\u7d50\u679c\u3092\u30ec\u30d3\u30e5\u30fc\u3057\u3066\u5b9a\u7740\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u30b5\u30dd\u30fc\u30c8UX\u306e\u54c1\u8cea\u62c5\u4fdd\u3092\u884c\u3046\u3002<span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\" data-testid=\"webpage-citation-pill\"><a href=\"https:\/\/www.ibm.com\/think\/topics\/in-context-learning?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" alt=\"https:\/\/www.ibm.com\/think\/topics\/in-context-learning?utm_source=chatgpt.com\" class=\"flex h-4.5 overflow-hidden rounded-xl px-2 text-[9px] font-medium transition-colors duration-150 ease-in-out text-token-text-secondary! bg-[#F4F4F4]! dark:bg-[#303030]!\"><span class=\"relative start-0 bottom-0 flex h-full w-full items-center\"><span class=\"flex h-4 w-full items-center justify-between overflow-hidden\"><span class=\"max-w-[15ch] grow truncate overflow-hidden text-center\">IBM<\/span><\/span><\/span><\/a><\/span><\/span><\/p>\n<\/li>\n<li data-start=\"1806\" data-end=\"1976\">\n<p data-start=\"1808\" data-end=\"1976\"><strong data-start=\"1808\" data-end=\"1838\">\u5bfe\u8a71\u578b\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306e\u7d20\u65e9\u3044\u30e2\u30c3\u30af\uff08\u30c1\u30e3\u30c3\u30c8UI\u8a2d\u8a08\uff09<\/strong><br data-start=\"1838\" data-end=\"1841\" \/>\u5bfe\u8a71\u4f8b\u3092\u3044\u304f\u3064\u304b\u793a\u3057\u305f\u4e0a\u3067\u65b0\u305f\u306a\u30e6\u30fc\u30b6\u30fc\u767a\u8a71\u3092\u6295\u3052\u3001\u30e2\u30c7\u30eb\u751f\u6210\u306e\u8fd4\u7b54\u3092\u305d\u306e\u307e\u307e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306b\u6d41\u3057\u8fbc\u307f\u3001\u5b9f\u969b\u306e\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u3067\u8a66\u3059\u3002\u5b9f\u904b\u7528\u524d\u306b\u201c\u4e0d\u9069\u5207\u306a\u5fdc\u7b54\u306e\u30d1\u30bf\u30fc\u30f3\u201d\u3092\u65e9\u671f\u306b\u767a\u898b\u3067\u304d\u308b\u3002<span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\" data-testid=\"webpage-citation-pill\"><a href=\"https:\/\/ai.stanford.edu\/blog\/understanding-incontext\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" alt=\"https:\/\/ai.stanford.edu\/blog\/understanding-incontext\/?utm_source=chatgpt.com\" class=\"flex h-4.5 overflow-hidden rounded-xl px-2 text-[9px] font-medium transition-colors duration-150 ease-in-out text-token-text-secondary! bg-[#F4F4F4]! dark:bg-[#303030]!\"><span class=\"relative start-0 bottom-0 flex h-full w-full items-center\"><span class=\"flex h-4 w-full items-center justify-between overflow-hidden\"><span class=\"max-w-[15ch] grow truncate overflow-hidden text-center\">ai.stanford.edu<\/span><\/span><\/span><\/a><\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<h2 data-start=\"1978\" data-end=\"2007\">\u300c\u3053\u306e\u5834\u9762\u306b\u4f7f\u3048\u308b\u304b\u306a\uff1f\u300d \u2014 \u63a8\u5968\u30b7\u30fc\u30f3\u3068\u5411\u304d\u4e0d\u5411\u304d<\/h2>\n<h3 data-start=\"2010\" data-end=\"2020\">\u5411\u3044\u3066\u3044\u308b\u5834\u9762\uff1a<\/h3>\n<ul>\n<li data-start=\"2025\" data-end=\"2076\">\u65e9\u671f\u306e\u30a2\u30a4\u30c7\u30a2\u51fa\u3057\u3001\u6587\u8a00\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u4f5c\u6210\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306e\u4f1a\u8a71\u6848\u4f5c\u6210\u3067\u6642\u9593\u3092\u77ed\u7e2e\u3057\u305f\u3044\u5834\u5408\u3067\u3042\u308b\u3002<\/li>\n<li data-start=\"2081\" data-end=\"2177\">\u30c9\u30e1\u30a4\u30f3\u304c\u6bd4\u8f03\u7684\u4e00\u822c\u7684\u3067\u3001\u4f8b\u793a\u304c\u5c11\u6570\u3067\u6e08\u3080\u30bf\u30b9\u30af\uff08\u7ffb\u8a33\u30b9\u30bf\u30a4\u30eb\u5909\u63db\u3001\u8981\u7d04\u30b9\u30bf\u30a4\u30eb\u3001FAQ\u5fdc\u7b54\u306a\u3069\uff09\u306b\u52b9\u679c\u7684\u3067\u3042\u308b\u3002<span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\" data-testid=\"webpage-citation-pill\"><a href=\"https:\/\/finetunedb.com\/blog\/what-is-in-context-learning-simply-explained\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" alt=\"https:\/\/finetunedb.com\/blog\/what-is-in-context-learning-simply-explained\/?utm_source=chatgpt.com\" class=\"flex h-4.5 overflow-hidden rounded-xl px-2 text-[9px] font-medium transition-colors duration-150 ease-in-out text-token-text-secondary! bg-[#F4F4F4]! dark:bg-[#303030]!\"><span class=\"relative start-0 bottom-0 flex h-full w-full items-center\"><span class=\"flex h-4 w-full items-center justify-between overflow-hidden\"><span class=\"max-w-[15ch] grow truncate overflow-hidden text-center\">finetunedb.com<\/span><\/span><\/span><\/a><\/span><\/span><\/li>\n<\/ul>\n<h3 data-start=\"2181\" data-end=\"2197\">\u5411\u304b\u306a\u3044\/\u6ce8\u610f\u304c\u5fc5\u8981\u306a\u5834\u9762\uff1a<\/h3>\n<ul>\n<li data-start=\"2202\" data-end=\"2286\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3084\u6b63\u78ba\u6027\u304c\u5fc5\u9808\u306e\u5834\u9762\uff08\u533b\u7642\u8a3a\u65ad\u3001\u53b3\u5bc6\u306a\u6cd5\u7684\u6587\u66f8\u751f\u6210\u306a\u3069\uff09\u3067\u306f\u3001ICL\u306e\u751f\u6210\u306f\u8aa4\u60c5\u5831\u3084\u904e\u4fe1\u306e\u30ea\u30b9\u30af\u304c\u9ad8\u3044\u305f\u3081\u3001\u5fc5\u305a\u5c02\u9580\u5bb6\u30ec\u30d3\u30e5\u30fc\u3084\u8ffd\u52a0\u306e\u691c\u8a3c\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002<\/li>\n<li data-start=\"2291\" data-end=\"2394\">\u307e\u305f\u3001\u4e0e\u3048\u308b\u300c\u4f8b\uff08in-context examples\uff09\u300d\u306e\u9078\u3073\u65b9\u3067\u51fa\u529b\u304c\u5927\u304d\u304f\u5909\u308f\u308b\u305f\u3081\u3001\u30d0\u30a4\u30a2\u30b9\u3084\u4e0d\u6574\u5408\u3092\u62db\u304f\u3053\u3068\u304c\u3042\u308b\u3002<span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\" data-testid=\"webpage-citation-pill\"><a href=\"https:\/\/aclanthology.org\/2022.deelio-1.10.pdf?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" alt=\"https:\/\/aclanthology.org\/2022.deelio-1.10.pdf?utm_source=chatgpt.com\" class=\"flex h-4.5 overflow-hidden rounded-xl px-2 text-[9px] font-medium transition-colors duration-150 ease-in-out text-token-text-secondary! bg-[#F4F4F4]! dark:bg-[#303030]!\"><span class=\"relative start-0 bottom-0 flex h-full w-full items-center\"><span class=\"flex h-4 w-full items-center justify-between\"><span class=\"max-w-[15ch] grow truncate overflow-hidden text-center\">ACL Anthology<\/span><span class=\"-me-1 flex h-full items-center rounded-full px-1 text-[#8F8F8F]\">+1<\/span><\/span><\/span><\/a><\/span><\/span><\/li>\n<\/ul>\n<h2 data-start=\"2396\" data-end=\"2415\">\u5b9f\u52d9\u3067\u306e\u5c0e\u5165\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\uff08\u77ed\u304f\uff09<\/h2>\n<ol>\n<li data-start=\"2419\" data-end=\"2439\">\u307e\u305a\u5c11\u6570\u306e\u4ee3\u8868\u4f8b\u3092\u4f5c\u308b\uff083\u301c5\u4ef6\uff09\u3002<\/li>\n<li data-start=\"2443\" data-end=\"2469\">\u4f8b\u3092\u5165\u308c\u66ff\u3048\u3066\u51fa\u529b\u5dee\u3092\u89b3\u5bdf\u3059\u308b\uff08\u5b89\u5b9a\u6027\u30c6\u30b9\u30c8\uff09\u3002<\/li>\n<li data-start=\"2473\" data-end=\"2496\">\u51fa\u529b\u306f\u5e38\u306b\u4eba\u9593\u304c\u30ec\u30d3\u30e5\u30fc\u3057\u3066\u304b\u3089\u63a1\u7528\u3059\u308b\u3002<\/li>\n<li data-start=\"2500\" data-end=\"2554\">\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u306f\u5165\u308c\u306a\u3044\u3002<span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\" data-testid=\"webpage-citation-pill\"><a href=\"https:\/\/aclanthology.org\/2022.deelio-1.10.pdf?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" alt=\"https:\/\/aclanthology.org\/2022.deelio-1.10.pdf?utm_source=chatgpt.com\" class=\"flex h-4.5 overflow-hidden rounded-xl px-2 text-[9px] font-medium transition-colors duration-150 ease-in-out text-token-text-secondary! bg-[#F4F4F4]! dark:bg-[#303030]!\"><span class=\"relative start-0 bottom-0 flex h-full w-full items-center\"><span class=\"flex h-4 w-full items-center justify-between\"><span class=\"max-w-[15ch] grow truncate overflow-hidden text-center\">ACL Anthology<\/span><span class=\"-me-1 flex h-full items-center rounded-full px-1 text-[#8F8F8F]\">+1<\/span><\/span><\/span><\/a><\/span><\/span><\/li>\n<\/ol>\n<h2 data-start=\"2556\" data-end=\"2572\">\u53c2\u8003\u30fb\u3055\u3089\u306a\u308b\u8aad\u307f\u7269\uff08\u6982\u89b3\uff09<\/h2>\n<ul>\n<li data-start=\"2575\" data-end=\"2681\">Brown et al., \u201cLanguage Models are Few-Shot Learners\u201d (GPT-3 \u8ad6\u6587)\u3002<span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\" data-testid=\"webpage-citation-pill\"><a href=\"https:\/\/arxiv.org\/pdf\/2005.14165?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" alt=\"https:\/\/arxiv.org\/pdf\/2005.14165?utm_source=chatgpt.com\" class=\"flex h-4.5 overflow-hidden rounded-xl px-2 text-[9px] font-medium transition-colors duration-150 ease-in-out text-token-text-secondary! bg-[#F4F4F4]! dark:bg-[#303030]!\"><span class=\"relative start-0 bottom-0 flex h-full w-full items-center\"><span class=\"flex h-4 w-full items-center justify-between overflow-hidden\"><span class=\"max-w-[15ch] grow truncate overflow-hidden text-center\">arXiv<\/span><\/span><\/span><\/a><\/span><\/span><\/li>\n<li data-start=\"2684\" data-end=\"2762\">Stanford AI Lab \u306e\u89e3\u8aac\u8a18\u4e8b\uff08ICL \u306e\u4ed5\u7d44\u307f\u3068\u7406\u8ad6\u6574\u7406\uff09\u3002<span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\" data-testid=\"webpage-citation-pill\"><a href=\"https:\/\/ai.stanford.edu\/blog\/understanding-incontext\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" alt=\"https:\/\/ai.stanford.edu\/blog\/understanding-incontext\/?utm_source=chatgpt.com\" class=\"flex h-4.5 overflow-hidden rounded-xl px-2 text-[9px] font-medium transition-colors duration-150 ease-in-out text-token-text-secondary! bg-[#F4F4F4]! dark:bg-[#303030]!\"><span class=\"relative start-0 bottom-0 flex h-full w-full items-center\"><span class=\"flex h-4 w-full items-center justify-between overflow-hidden\"><span class=\"max-w-[15ch] grow truncate overflow-hidden text-center\">ai.stanford.edu<\/span><\/span><\/span><\/a><\/span><\/span><\/li>\n<li data-start=\"2765\" data-end=\"2844\">\u300cA Survey on In-context Learning\u300d\uff08\u6982\u8aac\u8ad6\u6587\uff09\u3002<span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\" data-testid=\"webpage-citation-pill\"><a href=\"https:\/\/arxiv.org\/abs\/2301.00234?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" alt=\"https:\/\/arxiv.org\/abs\/2301.00234?utm_source=chatgpt.com\" class=\"flex h-4.5 overflow-hidden rounded-xl px-2 text-[9px] font-medium transition-colors duration-150 ease-in-out text-token-text-secondary! bg-[#F4F4F4]! dark:bg-[#303030]!\"><span class=\"relative start-0 bottom-0 flex h-full w-full items-center\"><span class=\"flex h-4 w-full items-center justify-between overflow-hidden\"><span class=\"max-w-[15ch] grow truncate overflow-hidden text-center\">arXiv<\/span><\/span><\/span><\/a><\/span><\/span><\/li>\n<\/ul>\n<h2>AI\u95a2\u9023\u7528\u8a9e<\/h2>\n<ul>\n<li><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/deep-learning\/\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/a> \u2192 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