{"id":6050,"date":"2026-06-11T15:52:31","date_gmt":"2026-06-11T06:52:31","guid":{"rendered":"https:\/\/biz.moneyforward.com\/ai\/basic\/?p=6050"},"modified":"2026-06-11T15:52:31","modified_gmt":"2026-06-11T06:52:31","slug":"few-shot-learning%e3%81%a8%e3%81%af%ef%bc%9f%e5%b0%91%e6%95%b0%e3%83%87%e3%83%bc%e3%82%bf%e3%81%a7ai%e3%81%8c%e5%ad%a6%e7%bf%92%e3%81%99%e3%82%8b%e4%bb%95%e7%b5%84%e3%81%bf%e3%82%92%e8%a7%a3%e8%aa%ac","status":"publish","type":"post","link":"https:\/\/biz.moneyforward.com\/ai\/basic\/6050\/","title":{"rendered":"few-shot learning\u3068\u306f\uff1f\u5c11\u6570\u30c7\u30fc\u30bf\u3067AI\u304c\u5b66\u7fd2\u3059\u308b\u4ed5\u7d44\u307f\u3092\u89e3\u8aac"},"content":{"rendered":"<div class=\"summary-box\">\n<div class=\"summary-box__title\"><span class=\"summary-box__title_tag\">Point<\/span>few-shot learning\u3068\u306f\uff1f<\/div>\n<p><strong>few-shot learning\u306f\u3001\u5c11\u6570\u306e\u4f8b\u3092\u3082\u3068\u306bAI\u304c\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/strong><\/p>\n<ul>\n<li>\u5927\u91cf\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u306b\u304f\u3044\u5834\u9762\u3067\u3082\u521d\u671f\u691c\u8a3c\u3057\u3084\u3059\u3044<\/li>\n<li>\u30d7\u30ed\u30f3\u30d7\u30c8\u5185\u4f8b\u793a\u3067\u51fa\u529b\u5f62\u5f0f\u8a98\u5c0e<\/li>\n<li>\u4f8b\u306e\u8cea\u306b\u3088\u308a\u7cbe\u5ea6\u304c\u5927\u304d\u304f\u5909\u52d5<\/li>\n<\/ul>\n<p>Q. zero-shot learning\u3068\u306e\u9055\u3044\u306f\uff1f<\/p>\n<p>A. few-shot\u306f\u6570\u4ef6\u306e\u4f8b\u3092\u63d0\u793a\u3001zero-shot\u306f\u4f8b\u306a\u3057\u3067\u6307\u793a\u306e\u307f\u3067\u5b9f\u884c\u3059\u308b\u70b9\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<p>few-shot learning\u3068\u306f\u3001\u5c11\u6570\u306e\u4f8b\u3092\u3082\u3068\u306bAI\u304c\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3078\u5bfe\u5fdc\u3059\u308b\u5b66\u7fd2\u65b9\u6cd5\u3067\u3059\u3002\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u306b\u304f\u3044\u5834\u9762\u3067\u3082\u6d3b\u7528\u3057\u3084\u3059\u304f\u3001\u6587\u7ae0\u5206\u985e\u3001\u753b\u50cf\u8a8d\u8b58\u3001\u751f\u6210AI\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u306a\u3069\u3067\u4f7f\u308f\u308c\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001few-shot learning\u306e\u610f\u5473\u3084\u4ed5\u7d44\u307f\u3001\u4f3c\u305f\u624b\u6cd5\u3068\u306e\u9055\u3044\u3001\u6d3b\u7528\u5206\u91ce\u3084\u5c0e\u5165\u6642\u306e\u6ce8\u610f\u70b9\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<div id=\"post-below-intro\"><\/div><h2>few-shot learning\u3068\u306f\uff1f<\/h2>\n<p>few-shot learning\u306f\u3001\u5c11\u6570\u306e\u5b66\u7fd2\u4f8b\u3092\u4f7f\u3063\u3066\u3001AI\u30e2\u30c7\u30eb\u304c\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002\u753b\u50cf\u5206\u985e\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u97f3\u58f0\u8a8d\u8b58\u306a\u3069\u3001\u30c7\u30fc\u30bf\u3092\u5927\u91cf\u306b\u96c6\u3081\u306b\u304f\u3044\u5834\u9762\u3067\u4f7f\u308f\u308c\u307e\u3059\u3002<\/p>\n<h3>few-shot learning\u306f\u5c11\u6570\u306e\u4f8b\u304b\u3089\u65b0\u3057\u3044\u5224\u65ad\u3092\u884c\u3046\u5b66\u7fd2\u65b9\u6cd5<\/h3>\n<p><span style=\"background-color: #ffff99;\"><strong>few-shot learning\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306b\u6570\u4ef6\u304b\u3089\u6570\u5341\u4ef6\u7a0b\u5ea6\u306e\u4f8b\u3092\u4e0e\u3048\u3001\u305d\u306e\u4f8b\u304b\u3089\u30d1\u30bf\u30fc\u30f3\u3092\u63a8\u6e2c\u3055\u305b\u307e\u3059\u3002<\/strong><\/span>\u305f\u3068\u3048\u3070\u3001\u554f\u3044\u5408\u308f\u305b\u6587\u3068\u5206\u985e\u30e9\u30d9\u30eb\u306e\u4f8b\u3092\u6570\u4ef6\u898b\u305b\u305f\u3046\u3048\u3067\u3001\u65b0\u3057\u3044\u554f\u3044\u5408\u308f\u305b\u3092\u300c\u89e3\u7d04\u76f8\u8ac7\u300d\u300c\u6599\u91d1\u8cea\u554f\u300d\u300c\u4e0d\u5177\u5408\u5831\u544a\u300d\u306a\u3069\u306b\u5206\u985e\u3055\u305b\u308b\u4f7f\u3044\u65b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u5f93\u6765\u306e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u306f\u3001\u6b63\u89e3\u30e9\u30d9\u30eb\u4ed8\u304d\u306e\u30c7\u30fc\u30bf\u3092\u5927\u91cf\u306b\u7528\u610f\u3057\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u66f4\u65b0\u3057\u306a\u304c\u3089\u6027\u80fd\u3092\u9ad8\u3081\u308b\u65b9\u6cd5\u304c\u4e00\u822c\u7684\u3067\u3057\u305f\u3002few-shot learning\u306f\u3001\u5c11\u306a\u3044\u30b5\u30f3\u30d7\u30eb\u3067\u3082\u65b0\u3057\u3044\u8ab2\u984c\u3078\u9069\u5fdc\u3059\u308b\u767a\u60f3\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u53ce\u96c6\u3084\u30e9\u30d9\u30eb\u4ed8\u3051\u306b\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b\u9818\u57df\u3067\u6709\u52b9\u306a\u8003\u3048\u65b9\u3067\u3059\u3002<\/p>\n<h3>\u6a5f\u68b0\u5b66\u7fd2\u3068\u751f\u6210AI\u3067\u610f\u5473\u304c\u7570\u306a\u308b<\/h3>\n<p>few-shot learning\u306f\u3001\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u300c\u5c11\u306a\u3044\u5b66\u7fd2\u30c7\u30fc\u30bf\u3067\u30e2\u30c7\u30eb\u3092\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306b\u9069\u5fdc\u3055\u305b\u308b\u65b9\u6cd5\u300d\u3092\u6307\u3059\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u4e00\u65b9\u3001\u751f\u6210AI\u3084\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u306f\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5c11\u6570\u306e\u4f8b\u3092\u5165\u308c\u3066\u3001\u56de\u7b54\u306e\u4ed5\u65b9\u3092\u8a98\u5c0e\u3059\u308b\u65b9\u6cd5\u300d\u3068\u3057\u3066\u4f7f\u308f\u308c\u308b\u5834\u9762\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u7814\u7a76\u3067\u306f\u30e1\u30bf\u30e9\u30fc\u30cb\u30f3\u30b0\u3084\u8ee2\u79fb\u5b66\u7fd2\u3068\u7d50\u3073\u4ed8\u3044\u3066\u8a9e\u3089\u308c\u3001\u751f\u6210AI\u306e\u5229\u7528\u5834\u9762\u3067\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u3084in-context learning\u3068\u7d50\u3073\u4ed8\u3044\u3066\u8aac\u660e\u3055\u308c\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u300cshot\u300d\u306fAI\u306b\u4e0e\u3048\u308b\u4f8b\u306e\u6570\u3092\u8868\u3059<\/h3>\n<p>few-shot learning\u306e\u300cshot\u300d\u306f\u3001\u751f\u6210AI\u306e\u5206\u91ce\u306b\u304a\u3044\u3066\u306fAI\u306b\u4e0e\u3048\u308b\u4f8b\u3084\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u6570\u3092\u6307\u3057\u307e\u3059\u30021\u3064\u306e\u4f8b\u3060\u3051\u3092\u4e0e\u3048\u308b\u5834\u5408\u306fone-shot learning\u3001\u4f8b\u3092\u4e0e\u3048\u305a\u6307\u793a\u3060\u3051\u3067\u884c\u3046\u5834\u5408\u306fzero-shot learning\u3068\u547c\u3070\u308c\u307e\u3059\u3002<\/p>\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6587\u8108\u3067\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u5185\u306b\u3044\u304f\u3064\u304b\u306e\u5165\u51fa\u529b\u4f8b\u3092\u5165\u308c\u3001\u30e2\u30c7\u30eb\u306b\u56de\u7b54\u5f62\u5f0f\u3084\u5224\u65ad\u57fa\u6e96\u3092\u63a8\u6e2c\u3055\u305b\u308b\u4f7f\u3044\u65b9\u304c\u5e83\u304c\u3063\u3066\u3044\u307e\u3059\u3002GPT-3\u306e\u8ad6\u6587\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u66f4\u65b0\u305b\u305a\u3001\u30bf\u30b9\u30af\u8aac\u660e\u3084\u5c11\u6570\u306e\u4f8b\u3092\u6587\u8108\u3068\u3057\u3066\u4e0e\u3048\u308b\u8a55\u4fa1\u65b9\u6cd5\u304c\u6271\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>few-shot learning\u304c\u6ce8\u76ee\u3055\u308c\u308b\u80cc\u666f\u306f\uff1f<\/h2>\n<p>few-shot learning\u304c\u6ce8\u76ee\u3055\u308c\u308b\u7406\u7531\u306f\u3001AI\u958b\u767a\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u91cf\u3068\u904b\u7528\u30b3\u30b9\u30c8\u3092\u6291\u3048\u3084\u3059\u3044\u304b\u3089\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n<h3><strong>\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3067\u304d\u306a\u3044\u8ab2\u984c\u306b\u5bfe\u5fdc\u3057\u3084\u3059\u3044<\/strong><\/h3>\n<p><strong>few-shot learning\u306f\u3001\u533b\u7642\u3001\u88fd\u9020\u3001\u6cd5\u5f8b\u3001\u793e\u5185\u696d\u52d9\u306a\u3069\u3001\u6b63\u89e3\u30c7\u30fc\u30bf\u3092\u5927\u91cf\u306b\u96c6\u3081\u306b\u304f\u3044\u9818\u57df\u3068\u76f8\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/strong>\u5c02\u9580\u5bb6\u306b\u3088\u308b\u30e9\u30d9\u30eb\u4ed8\u3051\u304c\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u306f\u3001\u53ce\u96c6\u306b\u3082\u78ba\u8a8d\u306b\u3082\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n<p>\u73cd\u3057\u3044\u75be\u60a3\u306e\u753b\u50cf\u3001\u7279\u6b8a\u306a\u88fd\u54c1\u4e0d\u826f\u3001\u5c02\u9580\u6027\u306e\u9ad8\u3044\u554f\u3044\u5408\u308f\u305b\u5206\u985e\u306a\u3069\u3067\u306f\u3001\u5927\u91cf\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u96c6\u3081\u308b\u3053\u3068\u81ea\u4f53\u304c\u96e3\u3057\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002few-shot learning\u306f\u3001\u3053\u3046\u3057\u305f\u5c11\u6570\u30c7\u30fc\u30bf\u74b0\u5883\u3067\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u9078\u629e\u80a2\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3>\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306b\u7d20\u65e9\u304f\u9069\u5fdc\u3057\u3084\u3059\u3044<\/h3>\n<p><strong>few-shot learning\u306f\u3001\u3042\u3089\u304b\u3058\u3081\u5b66\u7fd2\u3057\u305f\u77e5\u8b58\u3092\u3082\u3068\u306b\u3001\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3078\u77ed\u6642\u9593\u3067\u9069\u5fdc\u3059\u308b\u8003\u3048\u65b9\u3068\u95a2\u4fc2\u3057\u3066\u3044\u307e\u3059\u3002<\/strong>\u3053\u308c\u306f\u3001\u4eba\u9593\u304c\u5c11\u6570\u306e\u4f8b\u3092\u898b\u3066\u65b0\u3057\u3044\u30eb\u30fc\u30eb\u3092\u7406\u89e3\u3059\u308b\u5b66\u3073\u65b9\u306b\u8fd1\u3044\u3068\u8aac\u660e\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u6587\u7ae0\u5206\u985e\u30e2\u30c7\u30eb\u3092\u4e00\u304b\u3089\u4f5c\u308b\u5834\u5408\u306f\u3001\u591a\u304f\u306e\u5206\u985e\u6e08\u307f\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u3066\u5b66\u7fd2\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002few-shot learning\u306e\u8003\u3048\u65b9\u3092\u4f7f\u3048\u3070\u3001\u65e2\u5b58\u30e2\u30c7\u30eb\u306b\u5c11\u6570\u306e\u4f8b\u3092\u4e0e\u3048\u308b\u3060\u3051\u3067\u3001\u4e00\u5b9a\u306e\u5206\u985e\u3084\u751f\u6210\u3092\u8a66\u305b\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u3082\u3061\u308d\u3093\u5e38\u306b\u9ad8\u7cbe\u5ea6\u306b\u306a\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u521d\u671f\u691c\u8a3c\u3084\u5c0f\u898f\u6a21\u306a\u696d\u52d9\u81ea\u52d5\u5316\u3067\u306f\u6709\u7528\u3067\u3059\u3002<\/p>\n<h3>\u751f\u6210AI\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u3068\u76f8\u6027\u304c\u3088\u3044<\/h3>\n<p><strong>\u751f\u6210AI\u3067\u306f\u3001few-shot prompting\u3068\u3044\u3046\u5f62\u3067few-shot learning\u306e\u8003\u3048\u65b9\u304c\u4f7f\u308f\u308c\u307e\u3059\u3002<\/strong>\u3053\u308c\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u5185\u306b\u300c\u5165\u529b\u4f8b\u300d\u3068\u300c\u671b\u307e\u3057\u3044\u51fa\u529b\u4f8b\u300d\u3092\u3044\u304f\u3064\u304b\u5165\u308c\u3001AI\u306b\u56de\u7b54\u5f62\u5f0f\u3092\u307e\u306d\u3055\u305b\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<p>AI\u306b\u8a18\u4e8b\u30bf\u30a4\u30c8\u30eb\u3092\u5206\u985e\u3055\u305b\u305f\u3044\u5834\u5408\u3001\u5358\u306b\u300c\u5206\u985e\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u66f8\u304f\u3088\u308a\u3082\u3001\u6570\u4ef6\u306e\u5206\u985e\u4f8b\u3092\u898b\u305b\u305f\u307b\u3046\u304c\u3001\u51fa\u529b\u5f62\u5f0f\u3084\u5224\u65ad\u57fa\u6e96\u304c\u5b89\u5b9a\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u306f\u3001\u3053\u306e\u3088\u3046\u306b\u6587\u8108\u5185\u306e\u4f8b\u304b\u3089\u30bf\u30b9\u30af\u3092\u63a8\u6e2c\u3059\u308b\u6027\u8cea\u304cin-context learning\u3068\u3057\u3066\u6271\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>few-shot learning\u306e\u4ed5\u7d44\u307f\u306f\uff1f<\/h2>\n<p>few-shot learning\u306e\u4ed5\u7d44\u307f\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u3067\u5f97\u305f\u77e5\u8b58\u3092\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306b\u5fdc\u7528\u3059\u308b\u70b9\u306b\u3042\u308a\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306f\u5c11\u6570\u306e\u4f8b\u304b\u3089\u3001\u5165\u529b\u3068\u51fa\u529b\u306e\u95a2\u4fc2\u3001\u5206\u985e\u57fa\u6e96\u3001\u56de\u7b54\u5f62\u5f0f\u306a\u3069\u3092\u63a8\u6e2c\u3057\u307e\u3059\u3002<\/p>\n<h3>\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u77e5\u8b58\u3092\u6d3b\u7528\u3059\u308b<\/h3>\n<p>few-shot learning\u306f\u3001\u4f55\u3082\u77e5\u3089\u306a\u3044\u30e2\u30c7\u30eb\u304c\u6570\u4ef6\u306e\u4f8b\u3060\u3051\u3067\u6025\u306b\u8ce2\u304f\u306a\u308b\u4ed5\u7d44\u307f\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u591a\u304f\u306e\u5834\u5408\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u304c\u6301\u3064\u77e5\u8b58\u3084\u7279\u5fb4\u62bd\u51fa\u80fd\u529b\u3092\u5229\u7528\u3057\u307e\u3059\u3002<\/p>\n<p>\u753b\u50cf\u8a8d\u8b58\u3067\u3042\u308c\u3070\u3001\u4e8b\u524d\u306b\u591a\u304f\u306e\u753b\u50cf\u304b\u3089\u5f62\u3084\u8272\u3001\u8f2a\u90ed\u306a\u3069\u306e\u7279\u5fb4\u3092\u5b66\u3093\u3060\u30e2\u30c7\u30eb\u304c\u3001\u65b0\u3057\u3044\u5206\u985e\u5bfe\u8c61\u3092\u5c11\u6570\u306e\u4f8b\u304b\u3089\u898b\u5206\u3051\u307e\u3059\u3002\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3067\u3042\u308c\u3070\u3001\u6587\u7ae0\u69cb\u9020\u3084\u610f\u5473\u95a2\u4fc2\u3092\u5b66\u3093\u3060\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u3001\u5c11\u6570\u306e\u4f8b\u3092\u3082\u3068\u306b\u30bf\u30b9\u30af\u306e\u610f\u56f3\u3092\u8aad\u307f\u53d6\u308a\u307e\u3059\u3002<\/p>\n<h3>\u30e1\u30bf\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u5b66\u3073\u65b9\u305d\u306e\u3082\u306e\u3092\u5b66\u7fd2\u3059\u308b<\/h3>\n<p><strong>\u30e1\u30bf\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001few-shot learning\u3068\u95a2\u4fc2\u306e\u6df1\u3044\u8003\u3048\u65b9\u3067\u3059\u3002<\/strong>\u5358\u4e00\u306e\u30bf\u30b9\u30af\u3092\u899a\u3048\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u591a\u304f\u306e\u30bf\u30b9\u30af\u3092\u901a\u3058\u3066\u300c\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3078\u7d20\u65e9\u304f\u9069\u5fdc\u3059\u308b\u65b9\u6cd5\u300d\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002<\/p>\n<p>\u3055\u307e\u3056\u307e\u306a\u5206\u985e\u30bf\u30b9\u30af\u3092\u7d4c\u9a13\u3057\u305f\u30e2\u30c7\u30eb\u306f\u3001\u672a\u77e5\u306e\u5206\u985e\u30bf\u30b9\u30af\u306b\u51fa\u4f1a\u3063\u305f\u3068\u304d\u3082\u3001\u5c11\u6570\u306e\u4f8b\u304b\u3089\u5224\u65ad\u30eb\u30fc\u30eb\u3092\u3064\u304b\u307f\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u767a\u60f3\u306f\u3001\u753b\u50cf\u5206\u985e\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u97f3\u58f0\u51e6\u7406\u306a\u3069\u3067\u7814\u7a76\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u751f\u6210AI\u3067\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u5185\u306e\u4f8b\u304b\u3089\u5f62\u5f0f\u3092\u63a8\u6e2c\u3059\u308b<\/h3>\n<p><strong>\u751f\u6210AI\u306b\u304a\u3051\u308bfew-shot learning\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5165\u308c\u305f\u4f8b\u3092\u3082\u3068\u306b\u3001AI\u304c\u51fa\u529b\u5f62\u5f0f\u3084\u5224\u65ad\u57fa\u6e96\u3092\u63a8\u6e2c\u3059\u308b\u5f62\u3067\u4f7f\u308f\u308c\u307e\u3059\u3002<\/strong>\u3053\u308c\u306ffew-shot prompting\u3068\u3082\u547c\u3070\u308c\u307e\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u6b21\u306e\u3088\u3046\u306a\u5f62\u5f0f\u3067\u3059\u3002<\/p>\n<table>\n<colgroup>\n<col style=\"width: 48.3%;\" \/>\n<col style=\"width: 51.7%;\" \/> <\/colgroup>\n<tbody>\n<tr>\n<th style=\"text-align: center;\"><strong>\u5165\u529b\u4f8b<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u51fa\u529b\u4f8b<\/strong><\/th>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u300c\u6599\u91d1\u30d7\u30e9\u30f3\u3092\u5909\u66f4\u3057\u305f\u3044\u300d<\/td>\n<td style=\"text-align: left;\">\u6599\u91d1\u30fb\u5951\u7d04\u306b\u95a2\u3059\u308b\u554f\u3044\u5408\u308f\u305b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u300c\u30ed\u30b0\u30a4\u30f3\u3067\u304d\u306a\u3044\u300d<\/td>\n<td style=\"text-align: left;\">\u6280\u8853\u7684\u306a\u4e0d\u5177\u5408<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u300c\u9000\u4f1a\u65b9\u6cd5\u3092\u77e5\u308a\u305f\u3044\u300d<\/td>\n<td style=\"text-align: left;\">\u89e3\u7d04\u306b\u95a2\u3059\u308b\u554f\u3044\u5408\u308f\u305b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u3088\u3046\u306b\u4f8b\u3092\u4e26\u3079\u305f\u3046\u3048\u3067\u65b0\u3057\u3044\u6587\u7ae0\u3092\u5165\u529b\u3059\u308b\u3068\u3001AI\u306f\u904e\u53bb\u306e\u4f8b\u3068\u8fd1\u3044\u5f62\u5f0f\u3067\u5206\u985e\u3057\u3088\u3046\u3068\u3057\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u4f8b\u306e\u8cea\u304c\u4f4e\u3044\u3068\u8aa4\u3063\u305f\u5224\u65ad\u57fa\u6e96\u3092\u5b66\u3093\u3060\u3088\u3046\u306a\u51fa\u529b\u306b\u306a\u308b\u305f\u3081\u3001\u4f8b\u306e\u9078\u3073\u65b9\u304c\u7cbe\u5ea6\u306b\u5f71\u97ff\u3057\u307e\u3059\u3002<\/p>\n<h2>zero-shot learning\u30fbone-shot learning\u30fbfine-tuning\u3068\u306e\u9055\u3044\u306f\uff1f<\/h2>\n<p>few-shot learning\u306f\u3001AI\u306b\u4e0e\u3048\u308b\u4f8b\u306e\u6570\u3084\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u65b9\u6cd5\u306b\u3088\u3063\u3066\u3001zero-shot learning\u3001one-shot learning\u3001fine-tuning\u3068\u533a\u5225\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><strong>\u3010zero-shot learning\u3011\u4f8b\u3092\u4e0e\u3048\u305a\u306b\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/strong><\/p>\n<p><strong>zero-shot learning\u306f\u3001\u5177\u4f53\u4f8b\u3092\u4e0e\u3048\u305a\u3001\u30bf\u30b9\u30af\u306e\u8aac\u660e\u3060\u3051\u3067AI\u306b\u51e6\u7406\u3055\u305b\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/strong>\u305f\u3068\u3048\u3070\u300c\u6b21\u306e\u6587\u7ae0\u3092\u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u3001\u4e2d\u7acb\u306b\u5206\u985e\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3057\u3001\u4f8b\u6587\u3092\u63d0\u793a\u3057\u306a\u3044\u307e\u307e\u5206\u985e\u3055\u305b\u308b\u30b1\u30fc\u30b9\u304c\u8a72\u5f53\u3057\u307e\u3059\u3002<\/p>\n<p>zero-shot learning\u306f\u6e96\u5099\u304c\u5c11\u306a\u304f\u6e08\u3080\u4e00\u65b9\u3001AI\u304c\u51fa\u529b\u5f62\u5f0f\u3084\u5224\u65ad\u57fa\u6e96\u3092\u8aa4\u89e3\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u5358\u7d14\u306a\u30bf\u30b9\u30af\u3084\u3001\u4e00\u822c\u7684\u306a\u77e5\u8b58\u3067\u5bfe\u5fdc\u3057\u3084\u3059\u3044\u30bf\u30b9\u30af\u3067\u306f\u6709\u52b9\u3067\u3059\u304c\u3001\u81ea\u793e\u72ec\u81ea\u306e\u30eb\u30fc\u30eb\u3084\u5fae\u5999\u306a\u5224\u65ad\u57fa\u6e96\u3092\u6271\u3046\u5834\u5408\u306f\u3001few-shot learning\u306e\u307b\u3046\u304c\u5b89\u5b9a\u3057\u3084\u3059\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u3010one-shot learning\u30111\u3064\u306e\u4f8b\u3060\u3051\u3067\u5224\u65ad\u3059\u308b\u65b9\u6cd5<\/h3>\n<p><strong>one-shot learning\u306f\u30011\u3064\u306e\u4f8b\u3092\u4e0e\u3048\u3066\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3055\u305b\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/strong>few-shot learning\u306e\u4e00\u7a2e\u3068\u3057\u3066\u6271\u308f\u308c\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u4f8b\u304c1\u3064\u3060\u3051\u3068\u3044\u3046\u70b9\u3067\u533a\u5225\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>AI\u306b\u30e1\u30fc\u30eb\u8fd4\u4fe1\u6587\u3092\u4f5c\u3089\u305b\u308b\u3068\u304d\u3001\u904e\u53bb\u306e\u8fd4\u4fe1\u4f8b\u30921\u4ef6\u3060\u3051\u63d0\u793a\u3057\u3066\u3001\u540c\u3058\u30c8\u30fc\u30f3\u3084\u69cb\u6210\u3067\u65b0\u3057\u3044\u8fd4\u4fe1\u3092\u4f5c\u3089\u305b\u308b\u5834\u5408\u304cone-shot learning\u306b\u8fd1\u3044\u4f7f\u3044\u65b9\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u4f8b\u304c1\u3064\u3060\u3051\u3060\u3068\u3001AI\u304c\u305d\u306e\u4f8b\u306b\u542b\u307e\u308c\u308b\u5076\u7136\u306e\u7279\u5fb4\u307e\u3067\u307e\u306d\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u8907\u6570\u30d1\u30bf\u30fc\u30f3\u3092\u898b\u305b\u305f\u3044\u5834\u5408\u306ffew-shot learning\u306e\u307b\u3046\u304c\u5411\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u3010fine-tuning\u3011\u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u308b\u65b9\u6cd5<\/h3>\n<p><strong>fine-tuning\u306f\u3001\u65e2\u5b58\u30e2\u30c7\u30eb\u306b\u8ffd\u52a0\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u66f4\u65b0\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/strong>few-shot prompting\u306e\u3088\u3046\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3078\u4f8b\u3092\u5165\u308c\u308b\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e\u3092\u7279\u5b9a\u306e\u76ee\u7684\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3057\u307e\u3059\u3002<\/p>\n<p>\u4e21\u8005\u306e\u9055\u3044\u306f\u3001\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3059\u308b\u304b\u3069\u3046\u304b\u306b\u3042\u308a\u307e\u3059\u3002\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306efew-shot\u8a55\u4fa1\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u66f4\u65b0\u305b\u305a\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u5185\u306e\u4f8b\u3060\u3051\u3067\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3055\u305b\u308b\u65b9\u6cd5\u304c\u6271\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><strong>few-shot learning\u304c\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u5206\u91ce\u306f\uff1f<\/strong><\/h2>\n<p>few-shot learning\u306f\u3001\u30c7\u30fc\u30bf\u4e0d\u8db3\u304c\u8d77\u3053\u308a\u3084\u3059\u3044\u5206\u91ce\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3067\u6587\u7ae0\u5206\u985e\u3084\u8981\u7d04\u306b\u4f7f\u308f\u308c\u308b<\/h3>\n<p><strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3067\u306f\u3001few-shot learning\u304c\u6587\u7ae0\u5206\u985e\u3001\u611f\u60c5\u5206\u6790\u3001\u8981\u7d04\u3001\u8cea\u554f\u5fdc\u7b54\u3001\u60c5\u5831\u62bd\u51fa\u306a\u3069\u306b\u4f7f\u308f\u308c\u307e\u3059\u3002<\/strong>\u30e9\u30d9\u30eb\u4ed8\u304d\u30c6\u30ad\u30b9\u30c8\u3092\u5927\u91cf\u306b\u7528\u610f\u3067\u304d\u306a\u3044\u5834\u9762\u3067\u3001\u5c11\u6570\u306e\u4f8b\u3092\u3082\u3068\u306b\u51e6\u7406\u3092\u8a66\u305b\u308b\u70b9\u304c\u5229\u70b9\u3067\u3059\u3002<\/p>\n<p>\u793e\u5185\u554f\u3044\u5408\u308f\u305b\u306e\u5206\u985e\u3001\u55b6\u696d\u30e1\u30fc\u30eb\u306e\u8981\u7d04\u3001\u30ec\u30d3\u30e5\u30fc\u306e\u611f\u60c5\u5224\u5b9a\u3001FAQ\u5019\u88dc\u306e\u62bd\u51fa\u306a\u3069\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u5834\u5408\u306f\u3001few-shot prompting\u306b\u3088\u3063\u3066\u56de\u7b54\u5f62\u5f0f\u3092\u305d\u308d\u3048\u305f\u308a\u3001\u81ea\u793e\u306e\u5206\u985e\u30eb\u30fc\u30eb\u306b\u8fd1\u3065\u3051\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>\u753b\u50cf\u8a8d\u8b58\u3067\u5c11\u6570\u30b5\u30f3\u30d7\u30eb\u306e\u5206\u985e\u306b\u4f7f\u308f\u308c\u308b<\/h3>\n<p>\u753b\u50cf\u8a8d\u8b58\u3067\u306f\u3001few-shot learning\u304c\u65b0\u3057\u3044\u7269\u4f53\u3084\u6b20\u9665\u306e\u5206\u985e\u306b\u4f7f\u308f\u308c\u307e\u3059\u3002\u5927\u91cf\u306e\u753b\u50cf\u3092\u96c6\u3081\u306b\u304f\u3044\u9818\u57df\u3067\u306f\u3001\u5c11\u6570\u306e\u30b5\u30f3\u30d7\u30eb\u304b\u3089\u8b58\u5225\u3067\u304d\u308b\u30e2\u30c7\u30eb\u304c\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u88fd\u9020\u30e9\u30a4\u30f3\u306e\u5916\u89b3\u691c\u67fb\u3067\u306f\u3001\u4e0d\u826f\u54c1\u753b\u50cf\u305d\u306e\u3082\u306e\u304c\u5c11\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u533b\u7642\u753b\u50cf\u3067\u3082\u3001\u73cd\u3057\u3044\u75c7\u4f8b\u306f\u5341\u5206\u306a\u679a\u6570\u3092\u96c6\u3081\u306b\u304f\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002few-shot learning\u306f\u3001\u3053\u3046\u3057\u305f\u30c7\u30fc\u30bf\u306e\u504f\u308a\u3084\u4e0d\u8db3\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306e\u7814\u7a76\u9818\u57df\u3068\u3057\u3066\u767a\u5c55\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u533b\u7642\u30fb\u88fd\u9020\u30fb\u97f3\u58f0\u306a\u3069\u5c02\u9580\u9818\u57df\u306b\u3082\u5fdc\u7528\u3055\u308c\u308b<\/h3>\n<p>few-shot learning\u306f\u3001\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u30e9\u30d9\u30eb\u4ed8\u3051\u30b3\u30b9\u30c8\u304c\u9ad8\u3044\u9818\u57df\u306b\u3082\u5fdc\u7528\u3055\u308c\u307e\u3059\u3002\u533b\u7642\u3067\u306f\u75be\u60a3\u5206\u985e\u3084\u753b\u50cf\u8a3a\u65ad\u652f\u63f4\u3001\u88fd\u9020\u3067\u306f\u7570\u5e38\u691c\u77e5\u3084\u6b20\u9665\u5206\u985e\u3001\u97f3\u58f0\u9818\u57df\u3067\u306f\u8a71\u8005\u8a8d\u8b58\u3084\u97f3\u58f0\u30a4\u30d9\u30f3\u30c8\u8a8d\u8b58\u306a\u3069\u304c\u5bfe\u8c61\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001\u533b\u7642\u3084\u54c1\u8cea\u7ba1\u7406\u306e\u3088\u3046\u306b\u8aa4\u5224\u5b9a\u306e\u5f71\u97ff\u304c\u5927\u304d\u3044\u5206\u91ce\u3067\u306f\u3001few-shot learning\u3060\u3051\u3067\u5224\u65ad\u3092\u5b8c\u7d50\u3055\u305b\u308b\u306e\u306f\u5371\u967a\u3067\u3059\u3002\u4eba\u306b\u3088\u308b\u78ba\u8a8d\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u3067\u306e\u691c\u8a3c\u3001\u904b\u7528\u5f8c\u306e\u76e3\u8996\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h2>few-shot learning\u306e\u30e1\u30ea\u30c3\u30c8\u306f\uff1f<\/h2>\n<p><span style=\"background-color: #ffff99;\"><strong>few-shot learning\u306e\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u5c11\u306a\u3044\u30c7\u30fc\u30bf\u3067AI\u6d3b\u7528\u3092\u59cb\u3081\u3084\u3059\u3044\u70b9\u3067\u3059\u3002<\/strong><\/span>\u30c7\u30fc\u30bf\u53ce\u96c6\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u3001\u30e2\u30c7\u30eb\u958b\u767a\u306e\u8ca0\u62c5\u3092\u6291\u3048\u306a\u304c\u3089\u3001\u521d\u671f\u691c\u8a3c\u3084\u5c0f\u898f\u6a21\u306a\u81ea\u52d5\u5316\u3092\u9032\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<h3>\u30c7\u30fc\u30bf\u53ce\u96c6\u3068\u30e9\u30d9\u30eb\u4ed8\u3051\u306e\u8ca0\u62c5\u3092\u6291\u3048\u3089\u308c\u308b<\/h3>\n<p>few-shot learning\u306f\u3001\u5927\u91cf\u306e\u6559\u5e2b\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u306a\u304f\u3066\u3082\u8a66\u3057\u3084\u3059\u3044\u624b\u6cd5\u3067\u3059\u3002\u696d\u52d9\u30c7\u30fc\u30bf\u306e\u6574\u7406\u304c\u9032\u3093\u3067\u3044\u306a\u3044\u4f01\u696d\u3084\u3001\u5c02\u9580\u5bb6\u306b\u3088\u308b\u30e9\u30d9\u30eb\u4ed8\u3051\u304c\u5fc5\u8981\u306a\u5206\u91ce\u3067\u3082\u3001\u521d\u671f\u691c\u8a3c\u306b\u5165\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u554f\u3044\u5408\u308f\u305b\u5206\u985e\u3092\u59cb\u3081\u308b\u969b\u306b\u3001\u6570\u5343\u4ef6\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u305d\u308d\u3048\u308b\u306e\u306f\u5927\u304d\u306a\u8ca0\u62c5\u3067\u3059\u3002few-shot prompting\u3067\u3042\u308c\u3070\u3001\u4ee3\u8868\u7684\u306a\u4f8b\u3092\u6570\u4ef6\u304b\u3089\u5341\u6570\u4ef6\u307b\u3069\u7528\u610f\u3057\u3001\u5206\u985e\u306e\u65b9\u5411\u6027\u3092\u8a66\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7cbe\u5ea6\u304c\u5341\u5206\u3067\u3042\u308c\u3070\u7c21\u6613\u904b\u7528\u3078\u9032\u307f\u3001\u4e0d\u5341\u5206\u3067\u3042\u308c\u3070\u30c7\u30fc\u30bf\u6574\u5099\u3084fine-tuning\u3092\u691c\u8a0e\u3059\u308b\u6d41\u308c\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<\/p>\n<h3>\u65b0\u3057\u3044\u30ab\u30c6\u30b4\u30ea\u3084\u696d\u52d9\u30eb\u30fc\u30eb\u306b\u5bfe\u5fdc\u3057\u3084\u3059\u3044<\/h3>\n<p>few-shot learning\u306f\u3001\u65b0\u3057\u3044\u30ab\u30c6\u30b4\u30ea\u3084\u30eb\u30fc\u30eb\u3092\u8ffd\u52a0\u3057\u3084\u3059\u3044\u70b9\u3082\u5229\u70b9\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u554f\u3044\u5408\u308f\u305b\u5206\u985e\u306b\u300c\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u95a2\u9023\u300d\u3084\u300c<a href=\"https:\/\/biz.moneyforward.com\/invoice\/\" data-internallinksmanager029f6b8e52c=\"459\" title=\"\u8acb\u6c42\u66f8\">\u8acb\u6c42\u66f8<\/a>\u767a\u884c\u300d\u306a\u3069\u306e\u65b0\u3057\u3044\u5206\u985e\u3092\u52a0\u3048\u305f\u3044\u5834\u5408\u3001\u4ee3\u8868\u4f8b\u3092\u8ffd\u52a0\u3059\u308b\u3060\u3051\u3067\u8a66\u305b\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u5f93\u6765\u306e\u30e2\u30c7\u30eb\u904b\u7528\u3067\u306f\u3001\u65b0\u3057\u3044\u30e9\u30d9\u30eb\u3092\u8ffd\u52a0\u3059\u308b\u305f\u3073\u306b\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u518d\u6574\u5099\u3084\u518d\u5b66\u7fd2\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002few-shot learning\u306f\u3001\u3053\u3046\u3057\u305f\u5909\u66f4\u306b\u5bfe\u3059\u308b\u67d4\u8edf\u6027\u3092\u9ad8\u3081\u307e\u3059\u3002<\/p>\n<h3>\u521d\u671f\u691c\u8a3c\u304b\u3089\u672c\u683c\u958b\u767a\u3078\u306e\u6a4b\u6e21\u3057\u306b\u306a\u308b<\/h3>\n<p>few-shot learning\u306f\u3001\u672c\u683c\u7684\u306aAI\u958b\u767a\u306e\u524d\u6bb5\u968e\u306b\u3082\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u5c11\u6570\u306e\u4f8b\u3067\u696d\u52d9\u9069\u7528\u306e\u898b\u8fbc\u307f\u3092\u78ba\u8a8d\u3057\u3001\u305d\u306e\u5f8c\u306b\u30c7\u30fc\u30bf\u53ce\u96c6\u3001\u8a55\u4fa1\u8a2d\u8a08\u3001fine-tuning\u3001\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u3078\u9032\u3081\u308b\u6d41\u308c\u3092\u4f5c\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3044\u304d\u306a\u308a\u5927\u898f\u6a21\u306aAI\u958b\u767a\u306b\u5165\u308b\u3068\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u3084\u8a55\u4fa1\u57fa\u6e96\u306e\u8a2d\u8a08\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002few-shot learning\u3067\u3042\u308c\u3070\u3001\u3069\u306e\u30bf\u30b9\u30af\u304c\u81ea\u52d5\u5316\u3057\u3084\u3059\u3044\u304b\u3001\u3069\u306e\u5224\u65ad\u304c\u66d6\u6627\u304b\u3001\u3069\u306e\u30c7\u30fc\u30bf\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u304b\u3092\u65e9\u3044\u6bb5\u968e\u3067\u628a\u63e1\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>few-shot learning\u306e\u6ce8\u610f\u70b9\u306f\uff1f<\/h2>\n<p>few-shot learning\u306b\u306f\u3001\u5c11\u306a\u3044\u30c7\u30fc\u30bf\u3067\u8a66\u305b\u308b\u5229\u70b9\u304c\u3042\u308b\u4e00\u65b9\u3001\u7cbe\u5ea6\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308a\u3084\u3059\u3044\u3068\u3044\u3046\u6ce8\u610f\u70b9\u304c\u3042\u308a\u307e\u3059\u3002\u4f8b\u306e\u9078\u3073\u65b9\u3084\u30bf\u30b9\u30af\u306e\u96e3\u3057\u3055\u306b\u3088\u3063\u3066\u3001\u7d50\u679c\u304c\u5927\u304d\u304f\u5909\u308f\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u4f8b\u306e\u8cea\u304c\u4f4e\u3044\u3068\u8aa4\u3063\u305f\u51fa\u529b\u306b\u306a\u308a\u3084\u3059\u3044<\/h3>\n<p><span style=\"background-color: #ffff99;\"><strong>few-shot 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