{"id":2619,"date":"2026-03-10T11:28:41","date_gmt":"2026-03-10T02:28:41","guid":{"rendered":"https:\/\/miralab.co.jp\/media\/?p=2619"},"modified":"2026-03-10T11:28:44","modified_gmt":"2026-03-10T02:28:44","slug":"zero-shot_prompting","status":"publish","type":"post","link":"https:\/\/miralab.co.jp\/media\/zero-shot_prompting\/","title":{"rendered":"Zero-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u3068\u306f\uff1f\u4f8b\u6587\u3084Few-Shot\u3068\u306e\u9055\u3044\u3092\u7d39\u4ecb"},"content":{"rendered":"\n
\"\"<\/figure>\n\n\n\n

Zero-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u30bf\u30b9\u30af\u56fa\u6709\u306e\u8ffd\u52a0\u5b66\u7fd2\u3092\u884c\u308f\u305a\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u672a\u77e5\u306e\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n\n\n\n

\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u5177\u4f53\u7684\u306a\u4f8b\u6587\u3092\u4ea4\u3048\u306a\u304c\u3089\u3001Few-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u3068\u306e\u9055\u3044\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3080\u3053\u3068\u3067\u3001Zero-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306e\u7279\u5fb4\u3001\u4f7f\u3044\u65b9\u3001\u305d\u3057\u3066\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3092\u3057\u3063\u304b\u308a\u3068\u7406\u89e3\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

Zero-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u3068\u306f\uff1f\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3084\u4f8b\u6587\u3092\u7d39\u4ecb<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

Zero-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u3068\u306f\u3069\u3093\u306a\u3082\u306e\u306a\u306e\u304b\u3001\u3069\u3093\u306a\u30e1\u30ea\u30c3\u30c8\u3001\u30c7\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308b\u306e\u304b\u3001\u4f8b\u6587\u3092\u7528\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

Zero-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u3068\u306f<\/h3>\n\n\n\n

Zero-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u30bf\u30b9\u30af\u306b\u5bfe\u3059\u308b\u8ffd\u52a0\u5b66\u7fd2\u306a\u3057\u306bAI\u304c\u672a\u77e5\u306e\u554f\u984c\u306b\u5bfe\u5fdc\u3059\u308b\u6280\u8853\u306e\u3053\u3068\u3067\u3059\u3002<\/strong><\/span><\/p>\n\n\n\n

\u4f8b\u3048\u3070\u3001ChatGPT\u306b\u300c\u5065\u5eb7\u7684\u306a\u671d\u98df\u306b\u3064\u3044\u3066\u306e\u30a2\u30c9\u30d0\u30a4\u30b9\u3092\u6559\u3048\u3066\u300d\u3068\u5c0b\u306d\u308b\u3068\u3001\u4e8b\u524d\u306b\u305d\u306e\u5177\u4f53\u7684\u306a\u8cea\u554f\u3092\u5b66\u7fd2\u3057\u3066\u3044\u306a\u304f\u3066\u3082\u3001AI\u304c\u3059\u3067\u306b\u5b66\u7fd2\u3057\u3066\u3044\u308b\u60c5\u5831\u304b\u3089\u63a8\u6e2c\u3057\u3066\u6709\u76ca\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u9ad8\u5ea6\u306a\u63a8\u8ad6\u80fd\u529b\u3092\u6301\u3064AI\u30e2\u30c7\u30eb\u306b\u304a\u3044\u3066\u306f\u3001\u8907\u96d1\u306a\u6761\u4ef6\u3084\u4f8b\u793a\u3092\u4e0e\u3048\u308b\u3088\u308a\u3082\u3001\u30b7\u30f3\u30d7\u30eb\u3067\u76f4\u63a5\u7684\u306a\u6307\u793a\u3092\u51fa\u3059Zero-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u304c\u63a8\u5968\u3055\u308c\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u307e\u305a\u306fZero-Shot\u3067\u30bf\u30b9\u30af\u3092\u8a66\u3057\u3001\u671f\u5f85\u3059\u308b\u7d50\u679c\u304c\u5f97\u3089\u308c\u306a\u3044\u5834\u5408\u306b\u306e\u307f\u5225\u306e\u624b\u6cd5\u3092\u691c\u8a0e\u3059\u308b\u3068\u3044\u3046\u624b\u9806\u304c\u3001OpenAI\u516c\u5f0f\u304b\u3089\u3082\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n

5. Start with zero-shot, then few-shot, neither of them worked, then fine-tune
\u8a33\uff1a\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u304b\u3089\u59cb\u3081\u3001\u6b21\u306b\u5c11\u6570\u306e\u30b7\u30e7\u30c3\u30c8\u3092\u8a66\u3057\u3001\u3069\u3061\u3089\u3082\u6a5f\u80fd\u3057\u306a\u3044\u306e\u3067\u3042\u308c\u3070\u3001\u305d\u306e\u5f8c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046<\/p>\n\u51fa\u5178\uff1aBest practices for prompt engineering with the OpenAI API<\/a><\/cite><\/blockquote>\n\n\n\n

Zero-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306e\u4f8b\u6587<\/h3>\n\n\n\n

\u5177\u4f53\u7684\u306a\u30a4\u30e1\u30fc\u30b8\u3092\u63b4\u3093\u3067\u3044\u305f\u3060\u304f\u305f\u3081\u306b\u3001Zero-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u3092\u6d3b\u7528\u3057\u305f3\u3064\u306e\u4f8b\u6587\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u3044\u305a\u308c\u306e\u30b1\u30fc\u30b9\u306b\u304a\u3044\u3066\u3082\u3001AI\u306b\u5bfe\u3059\u308b\u76f4\u63a5\u7684\u306a\u6307\u793a\u3068\u5bfe\u8c61\u3068\u306a\u308b\u30c7\u30fc\u30bf\u306e\u307f\u3092\u5165\u529b\u3057\u3001\u56de\u7b54\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3084\u4f8b\u793a\u306f\u4e00\u5207\u8a18\u8ff0\u3057\u307e\u305b\u3093\u3002<\/strong><\/span><\/p>\n\n\n\n

\u4f8b\u65871\uff1a<\/strong><\/p>\n\n\n\n

\u4ee5\u4e0b\u306e\u6587\u7ae0\u3092100\u6587\u5b57\u4ee5\u5185\u3067\u8981\u7d04\u3057\u3066\u304f\u3060\u3055\u3044\u3002[\u8981\u7d04\u5bfe\u8c61\u306e\u6587\u7ae0]<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u4f8b\u65872\uff1a<\/strong><\/p>\n\n\n\n
\u6b21\u306e\u9867\u5ba2\u30ec\u30d3\u30e5\u30fc\u304c\u300c\u80af\u5b9a\u300d\u300c\u5426\u5b9a\u300d\u300c\u4e2d\u7acb\u300d\u306e\u3069\u308c\u306b\u8a72\u5f53\u3059\u308b\u304b\u5224\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002[\u5bfe\u8c61\u306e\u6587\u7ae0]<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u4f8b\u65873\uff1a<\/strong><\/p>\n\n\n\n
20\u4ee3\u306e\u793e\u4f1a\u4eba\u3092\u30bf\u30fc\u30b2\u30c3\u30c8\u306b\u3057\u305f\u3001\u65b0\u3057\u3044\u30ab\u30d5\u30a7\u306e\u30b3\u30f3\u30bb\u30d7\u30c8\u6848\u30925\u3064\u63d0\u6848\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
Zero-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306e\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n
Zero-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u3092\u63a1\u7528\u3059\u308b\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4f5c\u6210\u306b\u304b\u304b\u308b\u624b\u9593\u3068\u6642\u9593\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u308b\u3053\u3068\u3067\u3059<\/strong><\/span>\u3002<\/p>\n\n\n\n
\u4e8b\u524d\u306b\u56de\u7b54\u4f8b\u3084\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u6e96\u5099\u3059\u308b\u5fc5\u8981\u304c\u306a\u3044\u305f\u3081\u3001\u601d\u3044\u3064\u3044\u305f\u6307\u793a\u3092\u305d\u306e\u307e\u307e\u5165\u529b\u3057\u3066\u3059\u3050\u306b\u7d50\u679c\u3092\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u307e\u305f\u3001API\u3092\u5229\u7528\u3057\u3066\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u307f\u8fbc\u3080\u5834\u5408\u3001\u5165\u529b\u3059\u308b\u6587\u5b57\u6570\u304c\u6700\u5c0f\u9650\u3067\u6e08\u3080\u3053\u3068\u306f\u5927\u304d\u306a\u5229\u70b9\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30c8\u30fc\u30af\u30f3\u306e\u6d88\u8cbb\u91cf\u3092\u6291\u3048\u3066\u5229\u7528\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u51e6\u7406\u901f\u5ea6\u306e\u5411\u4e0a\u306b\u3082\u8ca2\u732e\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
Zero-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306e\u30c7\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n
\u4e8b\u524d\u306e\u60c5\u5831\u63d0\u793a\u304c\u5c11\u306a\u3044\u3053\u3068\u306b\u8d77\u56e0\u3059\u308b\u30c7\u30e1\u30ea\u30c3\u30c8\u3082\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u5b8c\u6210\u5f62\u306e\u30a4\u30e1\u30fc\u30b8\u3092AI\u3068\u4e8b\u524d\u306b\u5171\u6709\u3057\u306a\u3044\u305f\u3081\u3001\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3084\u7279\u6b8a\u306a\u6587\u4f53\u3067\u306e\u51fa\u529b\u3092\u5b89\u5b9a\u3057\u3066\u5f97\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3059\u3002<\/strong><\/span><\/p>\n\n\n\n
\u307e\u305f\u3001\u6307\u793a\u304c\u30b7\u30f3\u30d7\u30eb\u3067\u3042\u308b\u5206\u3001\u51fa\u529b\u7d50\u679c\u304cAI\u5074\u306e\u6587\u8108\u7406\u89e3\u3084\u89e3\u91c8\u306b\u5927\u304d\u304f\u4f9d\u5b58<\/strong><\/span>\u3059\u308b\u305f\u3081\u3001\u696d\u52d9\u306e\u610f\u56f3\u304b\u3089\u5916\u308c\u305f\u56de\u7b54\u304c\u8fd4\u3063\u3066\u304f\u308b\u30ea\u30b9\u30af\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u3055\u3089\u306b\u3001AI\u30e2\u30c7\u30eb\u304c\u4e8b\u524d\u5b66\u7fd2\u3057\u3066\u3044\u306a\u3044\u72ec\u81ea\u306e\u793e\u5185\u30eb\u30fc\u30eb\u3084\u3001\u8907\u6570\u306e\u6761\u4ef6\u304c\u8907\u96d1\u306b\u7d61\u307f\u5408\u3046\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u306f\u3001\u524d\u63d0\u77e5\u8b58\u306e\u88dc\u8db3\u304c\u306a\u3044\u307e\u307e\u3067\u306f\u6b63\u78ba\u306a\u51e6\u7406\u304c\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\u3053\u306e\u3088\u3046\u306a\u7528\u9014\u306b\u304a\u3044\u3066\u306f\u3001Zero-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306e\u9650\u754c\u3092\u8a8d\u8b58\u3057\u3001\u5177\u4f53\u7684\u306a\u4f8b\u793a\u3092\u8ffd\u52a0\u3059\u308b\u5225\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3078\u79fb\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
Few-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u3068\u306f\uff1f\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3084\u4f8b\u6587\u3092\u7d39\u4ecb<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u6b21\u306b\u3001Few-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u3068\u306f\u3069\u3093\u306a\u3082\u306e\u306a\u306e\u304b\u3001\u3069\u3093\u306a\u30e1\u30ea\u30c3\u30c8\u3001\u30c7\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308b\u306e\u304b\u3001\u4f8b\u6587\u3092\u7528\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
Few-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u3068\u306f<\/h3>\n\n\n\n
Few-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u30e2\u30c7\u30eb\u304c\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u5c11\u6570\u306e\u4f8b\u3092\u4f7f\u7528\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/strong><\/span><\/p>\n\n\n\n
\u4f8b\u3048\u3070\u3001ChatGPT\u306b\u65b0\u3057\u3044\u30b8\u30e3\u30f3\u30eb\u306e\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3092\u4f9d\u983c\u3059\u308b\u5834\u5408\u3001\u95a2\u9023\u3059\u308b\u6570\u500b\u306e\u6587\u4f8b\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u30b8\u30e3\u30f3\u30eb\u306b\u5408\u3063\u305f\u6587\u7ae0\u30b9\u30bf\u30a4\u30eb\u3084\u8a00\u8449\u9063\u3044\u3092\u6a21\u5023\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u308c\u306b\u3088\u308a\u3001AI\u304c\u63d0\u4f9b\u3055\u308c\u305f\u4f8b\u304b\u3089\u5177\u4f53\u7684\u306a\u6587\u8108\u3084\u8868\u73fe\u306e\u30cb\u30e5\u30a2\u30f3\u30b9\u3092\u63a8\u6e2c\u3057\u3001\u8981\u6c42\u306b\u9069\u3057\u305f\u5fdc\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
Few-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306f\u5c11\u6570\u306e\u4f8b\u3092\u901a\u3058\u3066\u3001\u305d\u306e\u30bf\u30b9\u30af\u7279\u6709\u306e\u8a00\u8449\u306e\u4f7f\u3044\u65b9\u3084\u6587\u306e\u69cb\u6210\u3092\u5177\u4f53\u7684\u306b\u5b66\u3076\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u7279\u5b9a\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3084\u30cb\u30e5\u30a2\u30f3\u30b9\u3092\u4e8b\u524d\u306b\u628a\u63e1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3067\u7279\u306b\u6709\u52b9\u3067\u3059<\/strong><\/span>\u3002<\/p>\n\n\n\n
Few-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306e\u4f8b\u6587\u3092\u7d39\u4ecb<\/h3>\n\n\n\n
\u5177\u4f53\u7684\u306a\u30a4\u30e1\u30fc\u30b8\u3092\u63b4\u3093\u3067\u3044\u305f\u3060\u304f\u305f\u3081\u306b\u3001\u305d\u306e\u307e\u307e\u30b3\u30d4\u30fc\u3057\u3066\u5165\u529b\u3067\u304d\u308bFew-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306e\u4f8b\u6587\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u4f8b\u65871\uff1a<\/strong><\/p>\n\n\n\n
\u4ee5\u4e0b\u306e\u4f8b\u306b\u5f93\u3063\u3066\u3001\u6587\u7ae0\u304b\u3089\u65e5\u6642\u3068\u5834\u6240\u3092\u62bd\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u5165\u529b\uff1a2026\u5e742\u670823\u65e5\u306b\u6771\u4eac\u3067\u4f1a\u8b70\u304c\u3042\u308a\u307e\u3059\u3002\n\u51fa\u529b\uff1a\u65e5\u6642=2026\/02\/23, \u5834\u6240=\u6771\u4eac\n\n\u5165\u529b\uff1a\u6765\u9031\u306e\u91d1\u66dc\u65e5\u300115\u6642\u304b\u3089\u5927\u962a\u652f\u793e\u3067\u6253\u3061\u5408\u308f\u305b\u3067\u3059\u3002\n\u51fa\u529b\uff1a\u65e5\u6642=\u6765\u9031\u306e\u91d1\u66dc\u65e515\u6642, \u5834\u6240=\u5927\u962a\u652f\u793e\n\n\u5165\u529b\uff1a\u660e\u65e5\u306e\u671d9\u6642\u306b\u6a2a\u6d5c\u306e\u30ab\u30d5\u30a7\u3067\u6253\u3061\u5408\u308f\u305b\u3092\u304a\u9858\u3044\u3057\u307e\u3059\u3002\n\u51fa\u529b\uff1a<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u4f8b\u65872\uff1a<\/strong><\/p>\n\n\n\n
\u4ee5\u4e0b\u306e\u4f8b\u306b\u5f93\u3063\u3066\u3001\u9867\u5ba2\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u3059\u308b\u8fd4\u4fe1\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u554f\u3044\u5408\u308f\u305b\uff1a\u5546\u54c1\u304c\u5c4a\u304d\u307e\u305b\u3093\u3002\n\u8fd4\u4fe1\uff1a\u3054\u4e0d\u4fbf\u3092\u304a\u304b\u3051\u3057\u7533\u3057\u8a33\u3054\u3056\u3044\u307e\u305b\u3093\u3002\u76f4\u3061\u306b\u914d\u9001\u72b6\u6cc1\u3092\u78ba\u8a8d\u3044\u305f\u3057\u307e\u3059\u3002\n\n\u554f\u3044\u5408\u308f\u305b\uff1a\u4f7f\u3044\u65b9\u304c\u308f\u304b\u308a\u307e\u305b\u3093\u3002\n\u8fd4\u4fe1\uff1a\u3054\u4e0d\u660e\u70b9\u3092\u304a\u304b\u3051\u3057\u7533\u3057\u8a33\u3054\u3056\u3044\u307e\u305b\u3093\u3002\u64cd\u4f5c\u30de\u30cb\u30e5\u30a2\u30eb\u306eURL\u3092\u3054\u6848\u5185\u3044\u305f\u3057\u307e\u3059\u3002\n\n\u554f\u3044\u5408\u308f\u305b\uff1a\u5546\u54c1\u304c\u58ca\u308c\u3066\u3044\u307e\u3057\u305f\u3002\n\u8fd4\u4fe1\uff1a<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u4f8b\u65873\uff1a<\/strong><\/p>\n\n\n\n
\u4ee5\u4e0b\u306e\u8a55\u4fa1\u57fa\u6e96\u306e\u4f8b\u3092\u53c2\u8003\u306b\u3001\u65b0\u3057\u3044\u30ad\u30e3\u30c3\u30c1\u30b3\u30d4\u30fc\u3092100\u70b9\u6e80\u70b9\u3067\u63a1\u70b9\u3057\u3001\u6539\u5584\u70b9\u3092\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u4f8b1\u3011\n\u30b3\u30d4\u30fc\uff1a\u901f\u304f\u3066\u5b89\u3044\u3001\u6700\u9ad8\u306e\u30b5\u30fc\u30d3\u30b9\uff01\n\u30b9\u30b3\u30a2\uff1a40\n\u6539\u5584\u70b9\uff1a\u3042\u308a\u304d\u305f\u308a\u306a\u8868\u73fe\u3067\u3059\u3002\u5177\u4f53\u7684\u306a\u30e1\u30ea\u30c3\u30c8\u3092\u542b\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u4f8b2\u3011\n\u30b3\u30d4\u30fc\uff1a\u9031\u672b\u306e2\u6642\u9593\u3067\u3001\u3042\u306a\u305f\u306e\u82f1\u8a9e\u529b\u304c\u5909\u308f\u308b\u3002\n\u30b9\u30b3\u30a2\uff1a90\n\u6539\u5584\u70b9\uff1a\u30bf\u30fc\u30b2\u30c3\u30c8\u3068\u52b9\u679c\u304c\u660e\u78ba\u3067\u512a\u308c\u3066\u3044\u307e\u3059\u3002\u300c\u5909\u308f\u308b\u300d\u3092\u3088\u308a\u5177\u4f53\u7684\u306a\u6210\u679c\u306b\u3059\u308b\u3068\u3055\u3089\u306b\u826f\u304f\u306a\u308a\u307e\u3059\u3002\n\n\u3010\u8a55\u4fa1\u5bfe\u8c61\u3011\n\u30b3\u30d4\u30fc\uff1a\u8ab0\u3067\u3082\u7c21\u5358\u306b\u8a2d\u5b9a\u3067\u304d\u308b\u4f1a\u8a08\u30bd\u30d5\u30c8\n\u30b9\u30b3\u30a2\uff1a<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
Few-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306e\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n
Few-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u3092\u63a1\u7528\u3059\u308b\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u51fa\u529b\u7d50\u679c\u306e\u7cbe\u5ea6\u3068\u5b89\u5b9a\u6027\u304c\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/strong><\/span><\/p>\n\n\n\n
\u660e\u78ba\u306a\u304a\u624b\u672c\u3092\u793a\u3059\u3053\u3068\u3067\u3001AI\u306e\u89e3\u91c8\u306b\u3088\u308b\u51fa\u529b\u5f62\u5f0f\u306e\u30d6\u30ec\u3092\u9632\u304e\u3001\u7279\u5b9a\u306e\u5c02\u9580\u7528\u8a9e\u3084\u72ec\u81ea\u306e\u8a00\u3044\u56de\u3057\u3092\u53cd\u6620\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u307e\u305f\u3001\u8907\u96d1\u306a\u6761\u4ef6\u5206\u5c90\u3092\u4f34\u3046\u8ad6\u7406\u7684\u306a\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3082\u3001\u4e8b\u524d\u306b\u51e6\u7406\u306e\u898f\u5247\u6027\u3092\u793a\u3059\u3053\u3068\u3067AI\u304c\u6587\u8108\u3092\u6b63\u78ba\u306b\u6349\u3048\u3001\u696d\u52d9\u306b\u305d\u306e\u307e\u307e\u5229\u7528\u3067\u304d\u308b\u30ec\u30d9\u30eb\u306e\u51fa\u529b\u304c\u5f97\u3089\u308c\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
Few-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306f\u3001AI\u304c\u4e8b\u524d\u5b66\u7fd2\u3057\u3066\u3044\u306a\u3044\u72ec\u81ea\u306e\u793e\u5185\u30eb\u30fc\u30eb\u306a\u3069\u3092\u9069\u7528\u3055\u305b\u305f\u3044\u5834\u9762\u306b\u304a\u3044\u3066\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n
Few-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306e\u30c7\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n
\u52b9\u679c\u7684\u306a\u304a\u624b\u672c\u3092\u8907\u6570\u8003\u6848\u3057\u3001\u305d\u308c\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u7d44\u307f\u8fbc\u3080\u305f\u3081\u306e\u6e96\u5099\u306b\u5927\u304d\u306a\u624b\u9593\u304c\u304b\u304b\u308b<\/strong><\/span>\u70b9\u304c\u660e\u78ba\u306a\u30c7\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n
\u4e0d\u9069\u5207\u306a\u304a\u624b\u672c\u3084\u4e00\u8cab\u6027\u306e\u306a\u3044\u4f8b\u793a\u3092\u4e0e\u3048\u3066\u3057\u307e\u3046\u3068\u3001AI\u304c\u9593\u9055\u3063\u305f\u898f\u5247\u6027\u3092\u8a8d\u8b58\u3057\u3066\u3057\u307e\u3044\u3001\u304b\u3048\u3063\u3066\u51fa\u529b\u306e\u54c1\u8cea\u304c\u4f4e\u4e0b\u3059\u308b\u30ea\u30b9\u30af\u304c\u4f34\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u3055\u3089\u306b\u3001\u4f8b\u793a\u3092\u5897\u3084\u305b\u3070\u5897\u3084\u3059\u307b\u3069\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6587\u5b57\u6570\u304c\u5897\u52a0\u3057\u3001API\u5229\u7528\u6642\u306a\u3069\u306e\u30b3\u30b9\u30c8\u304c\u8df3\u306d\u4e0a\u304c\u308b\u70b9\u306b\u3082\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n
\u63a8\u8ad6\u306b\u7279\u5316\u3057\u305f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001reasoning tokens \uff08\u63a8\u8ad6\u30c8\u30fc\u30af\u30f3\uff09\u304c\u767a\u751f\u3057\u3001API\u4e0a\u3067\u4e0d\u53ef\u8996\u3067\u3082\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u3068\u3057\u3066\u8ab2\u91d1\u5bfe\u8c61<\/strong><\/span>\u306b\u306a\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\n
Reasoning models introduce reasoning tokens in addition to input and output tokens. The models use these reasoning tokens to \u201cthink,\u201d breaking down the prompt and considering multiple approaches to generating a response. <\/p>\n\n\n\n
\u8a33\uff1a\u63a8\u8ad6\u30e2\u30c7\u30eb\u306f\u3001\u5165\u529b\u30c8\u30fc\u30af\u30f3\u3068\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u306b\u52a0\u3048\u3066\u63a8\u8ad6\u30c8\u30fc\u30af\u30f3\u3092\u5c0e\u5165\u3059\u308b\u3002\u3053\u308c\u3089\u306e\u63a8\u8ad6\u30c8\u30fc\u30af\u30f3\u3092\u7528\u3044\u3066\u30e2\u30c7\u30eb\u306f\u300c\u601d\u8003\u300d\u3092\u884c\u3044\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5206\u89e3\u3057\u3001\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u8907\u6570\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u691c\u8a0e\u3059\u308b\u3002<\/p>\n\u51fa\u5178\uff1aReasoning models<\/a><\/cite><\/blockquote>\n\n\n\n
\u305d\u306e\u305f\u3081\u3001\u5b9f\u904b\u7528\u306b\u304a\u3044\u3066\u306f\u3001\u7cbe\u5ea6\u3092\u512a\u5148\u3057\u3066\u4f8b\u793a\u3092\u5897\u3084\u3059\u3079\u304d\u304b\u3001\u30b3\u30b9\u30c8\u3084\u51e6\u7406\u901f\u5ea6\u3092\u512a\u5148\u3057\u3066\u4f8b\u793a\u3092\u6e1b\u3089\u3059\u3079\u304d\u304b\u3068\u3044\u3046\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u306e\u8abf\u6574\u304c\u5e38\u306b\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u76ee\u7684\u3084\u4e88\u7b97\u306b\u5408\u308f\u305b\u3066\u3001\u9069\u5207\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u624b\u6cd5\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n
\u307e\u3068\u3081<\/h2>\n\n\n\n
Zero-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u4e8b\u524d\u306e\u4f8b\u793a\u306a\u3057\u3067\u76f4\u63a5AI\u306b\u6307\u793a\u3092\u51fa\u3059\u624b\u6cd5\u3067\u3042\u308a\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u4f5c\u6210\u306e\u624b\u9593\u3084\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u308b\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u4e00\u65b9\u3067\u8907\u96d1\u306a\u6761\u4ef6\u6307\u5b9a\u306b\u306f\u4e0d\u5411\u304d\u3067\u3042\u308b\u305f\u3081\u3001\u72ec\u81ea\u306e\u30eb\u30fc\u30eb\u3084\u7279\u5b9a\u306e\u6587\u4f53\u3092\u6b63\u78ba\u306b\u53cd\u6620\u3055\u305b\u305f\u3044\u5834\u5408\u306f\u3001\u5c11\u6570\u306e\u5177\u4f53\u4f8b\u3092\u63d0\u793a\u3059\u308bFew-Shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u624b\u6cd5\u306b\u3088\u308a\u9ad8\u54c1\u8cea\u306a\u51fa\u529b\u3092\u5b89\u5b9a\u3057\u3066\u5f97\u3089\u308c\u307e\u3059\u304c\u3001\u9069\u5207\u306a\u4f8b\u793a\u3092\u4f5c\u6210\u3059\u308b\u624b\u9593\u3084\u3001\u5165\u529b\u6587\u5b57\u6570\u306e\u5897\u52a0\u306b\u4f34\u3046\u30b3\u30b9\u30c8\u306e\u81a8\u5f35\u306b\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n
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