{"id":735,"date":"2025-11-15T19:45:42","date_gmt":"2025-11-15T10:45:42","guid":{"rendered":"https:\/\/itexplore.org\/jp\/?p=735"},"modified":"2025-11-15T19:45:44","modified_gmt":"2025-11-15T10:45:44","slug":"ai-hallucination-why-it-happens","status":"publish","type":"post","link":"https:\/\/itexplore.org\/jp\/columns\/ai-hallucination-why-it-happens\/","title":{"rendered":"\u6700\u65b0AI\u3082\u81ea\u4fe1\u6e80\u3005\u306b\u5618\u3092\u3064\u304f\uff1f\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u300c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u300d\u306f\u306a\u305c\u306a\u304f\u306a\u3089\u306a\u3044\u306e\u304b"},"content":{"rendered":"\n<p>\u300c\u4f1a\u8b70\u306e\u30d7\u30ec\u30bc\u30f3\u8cc7\u6599\u3067AI\u304c\u6559\u3048\u3066\u304f\u308c\u305f\u60c5\u5831\u3092\u305d\u306e\u307e\u307e\u4f7f\u3063\u305f\u3089\u3001\u3068\u3093\u3067\u3082\u306a\u3044\u9593\u9055\u3044\u3060\u3063\u305f\u2026\u300d\u305d\u3093\u306a\u7d4c\u9a13\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f\u3053\u306e\u73fe\u8c61\u306f\u300c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u300d\u3068\u547c\u3070\u308c\u3001\u307e\u308b\u3067\u4eba\u9593\u304c\u5e7b\u899a\u3092\u898b\u3066\u3044\u308b\u304b\u306e\u3088\u3046\u306b\u3001\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u5618\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI\u306f\u65e5\u3005\u9032\u5316\u3057\u3001\u79c1\u305f\u3061\u306e\u751f\u6d3b\u3084\u4ed5\u4e8b\u3092\u5909\u9769\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3068\u3044\u3046\u554f\u984c\u306f\u3001\u6700\u5148\u7aef\u306e\u30e2\u30c7\u30eb\u3067\u3055\u3048\u5b8c\u5168\u306b\u89e3\u6c7a\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>OpenAI\u306e\u65b0\u3057\u3044\u7814\u7a76\u5831\u544a\u3067\u306f\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u8d77\u3053\u3059\u306e\u306f\u3001\u6a19\u6e96\u7684\u306a\u5b66\u7fd2\u3068\u8a55\u4fa1\u306e\u624b\u9806\u304c\u3001\u4e0d\u78ba\u5b9f\u6027\u3092\u8a8d\u3081\u308b\u3088\u308a\u3082\u3001\u5f53\u3066\u63a8\u91cf\u306b\u5831\u916c\u3092\u4e0e\u3048\u308b\u305f\u3081\u3060\u3068\u6307\u6458\u3057\u3066\u3044\u307e\u3059\u3002\u3067\u306f\u3001\u3053\u306e\u4e0d\u53ef\u89e3\u306a\u73fe\u8c61\u306f\u3001\u4e00\u4f53\u3069\u3053\u304b\u3089\u6765\u3066\u3001\u306a\u305c\u3053\u308c\u307b\u3069\u307e\u3067\u306b\u3057\u3064\u3053\u304f\u73fe\u308c\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n<p>\u79c1\u3068\u4e00\u7dd2\u306b\u3001\u305d\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3068\u89e3\u6c7a\u306e\u7cf8\u53e3\u3092\u63a2\u308b\u65c5\u306b\u51fa\u304b\u3051\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><a href=\"https:\/\/cdn.openai.com\/pdf\/d04913be-3f6f-4d2b-b283-ff432ef4aaa5\/why-language-models-hallucinate.pdf\">Why Language Models Hallucinate<\/a><\/p>\n<\/blockquote>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI\u304c\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u5618\u3092\u751f\u307f\u51fa\u3059\u7406\u7531\uff1a\u7d71\u8a08\u7684\u306a\u672c\u8cea\u3068\u8a55\u4fa1\u306e\u7f60<\/h2>\n\n\n\n<p>\u3053\u306eAI\u306e\u4e0d\u601d\u8b70\u306a\u300c\u5618\u300d\u306f\u3001\u5358\u306a\u308b\u30d0\u30b0\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u6839\u672c\u306b\u306f\u3001AI\u306e\u5b66\u7fd2\u30e1\u30ab\u30cb\u30ba\u30e0\u3068\u3001\u79c1\u305f\u3061\u304cAI\u3092\u8a55\u4fa1\u3059\u308b\u65b9\u6cd5\u3068\u3044\u3046\u30012\u3064\u306e\u610f\u5916\u306a\u8981\u56e0\u304c\u96a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001AI\u304c\u60c5\u5831\u3092\u51e6\u7406\u3057\u3001\u79c1\u305f\u3061\u306b\u63d0\u793a\u3059\u308b\u969b\u306e<strong>\u6839\u672c\u7684\u306a\u7279\u6027\u306b\u8d77\u56e0\u3059\u308b<\/strong>\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b66\u7fd2\u306e\u521d\u671f\u6bb5\u968e\u3067\u751f\u307e\u308c\u308b\u300c\u8aa4\u3063\u305f\u81ea\u4fe1\u300d\uff1a\u4e8b\u524d\u5b66\u7fd2\u306e\u7d71\u8a08\u7684\u8981\u56e0<\/h3>\n\n\n\n<p>\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3001\u81a8\u5927\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304b\u3089\u8a00\u8a9e\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002\u3053\u306e\u300c\u4e8b\u524d\u5b66\u7fd2\u300d\u306e\u6bb5\u968e\u3067\u3001\u305f\u3068\u3048\u5b66\u7fd2\u30c7\u30fc\u30bf\u81ea\u4f53\u306b\u30a8\u30e9\u30fc\u304c\u306a\u304b\u3063\u305f\u3068\u3057\u3066\u3082\u3001\u30e2\u30c7\u30eb\u306f\u7d71\u8a08\u7684\u306a\u76ee\u6a19\u3092\u6700\u5c0f\u5316\u3057\u3088\u3046\u3068\u3059\u308b\u904e\u7a0b\u3067\u3001\u5fc5\u7136\u7684\u306b\u30a8\u30e9\u30fc\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001\u30d0\u30a4\u30ca\u30ea\u5206\u985e\uff08Yes\/No\u306e\u8cea\u554f\uff09\u306b\u304a\u3051\u308b\u8aa4\u5206\u985e\u7387\u3068\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u751f\u6210\u30a8\u30e9\u30fc\u7387\u306e\u9593\u306b\u6570\u5b66\u7684\u306a\u95a2\u4fc2\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u30e2\u30c7\u30eb\u306f\u3001\u79c1\u305f\u3061\u304c\u4e0e\u3048\u308b\u8cea\u554f\u306b\u5bfe\u3057\u3066\u300c\u6709\u52b9\u306a\u51fa\u529b\u3067\u3042\u308b\u304b\u5426\u304b\u300d\u3068\u3044\u3046\u5224\u65ad\u3092\u5e38\u306b\u4e0b\u3057\u3066\u304a\u308a\u3001\u305d\u306e\u5224\u65ad\u30df\u30b9\u304c\u751f\u6210\u6642\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306b\u7e4b\u304c\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">AI\u304c\u300c\u77e5\u3089\u306a\u3044\u300d\u3092\u300c\u3067\u3063\u3061\u3042\u3052\u300d\u306b\u3059\u308b\u6642\uff1a\u6839\u62e0\u306e\u306a\u3044\u4e8b\u5b9f\u3068\u7d71\u8a08\u7684\u7a7a\u767d<\/h4>\n\n\n\n<p>OpenAI\u304cAI\u306b\u300c\u30a2\u30c0\u30e0\u30fb\u30c8\u30fc\u30de\u30f3\u30fb\u30ab\u30e9\u30a4\u306e\u8a95\u751f\u65e5\u300d\u3092\u5c0b\u306d\u305f\u969b\u3001\u30e2\u30c7\u30eb\u306f\u81ea\u4fe1\u3092\u6301\u3063\u3066\u8907\u6570\u306e\u7570\u306a\u308b\u65e5\u4ed8\u3092\u56de\u7b54\u3057\u307e\u3057\u305f\u304c\u3001\u3069\u308c\u3082\u6b63\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u4e2d\u306b\u300c\u30a2\u30c0\u30e0\u30fb\u30c8\u30fc\u30de\u30f3\u30fb\u30ab\u30e9\u30a4\u306e\u8a95\u751f\u65e5\u300d\u3068\u3044\u3046\u60c5\u5831\u304c\u305d\u3082\u305d\u3082\u5b58\u5728\u3057\u306a\u3044\u3001\u3042\u308b\u3044\u306f\u6975\u3081\u3066\u5c11\u306a\u3044\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306a\u300c\u6839\u62e0\u306e\u306a\u3044\u4e8b\u5b9f\uff08Arbitrary Facts\uff09\u300d\u306b\u95a2\u3059\u308b\u8cea\u554f\u306f\u3001\u30c7\u30fc\u30bf\u306e\u4e2d\u306b\u660e\u78ba\u306a\u30d1\u30bf\u30fc\u30f3\u304c\u5b58\u5728\u3057\u306a\u3044\u305f\u3081\u3001\u30e2\u30c7\u30eb\u304c\u6b63\u3057\u3044\u60c5\u5831\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u975e\u5e38\u306b\u56f0\u96e3\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5b66\u7fd2\u30c7\u30fc\u30bf\u4e2d\u306b\u4e00\u5ea6\u3057\u304b\u767b\u5834\u3057\u306a\u3044\u60c5\u5831\uff08\u30b7\u30f3\u30b0\u30eb\u30c8\u30f3\uff09\u304c\u591a\u3044\u307b\u3069\u3001\u30e2\u30c7\u30eb\u304c\u65b0\u3057\u3044\u60c5\u5831\u306b\u5bfe\u3057\u3066\u8aa4\u3063\u305f\u63a8\u6e2c\u3092\u3059\u308b\u78ba\u7387\u306f\u9ad8\u307e\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u304c\u5c11\u306a\u3051\u308c\u3070\u3001\u30e2\u30c7\u30eb\u306f\u300c\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u7b54\u3048\u308b\u4ee3\u308f\u308a\u306b\u3001\u6700\u3082\u305d\u308c\u3089\u3057\u3044\u8a00\u8449\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u300c\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u5618\u300d\u3092\u4f5c\u308a\u51fa\u3057\u3066\u3057\u307e\u3046\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30e2\u30c7\u30eb\u306e\u300c\u4e0d\u5668\u7528\u3055\u300d\u304c\u62db\u304f\u8aa4\u7b54\uff1a\u8907\u96d1\u306a\u6982\u5ff5\u306e\u7406\u89e3\u4e0d\u8db3<\/h4>\n\n\n\n<p>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30e2\u30c7\u30eb\u304c\u7279\u5b9a\u306e\u6982\u5ff5\u3092\u3046\u307e\u304f\u8868\u73fe\u3067\u304d\u306a\u3044\u300c\u52a3\u3063\u305f\u30e2\u30c7\u30eb\uff08Poor Models\uff09\u300d\u3067\u3042\u308b\u5834\u5408\u306b\u3082\u767a\u751f\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001DeepSeek-V3\u3068\u3044\u3046\u30e2\u30c7\u30eb\u306f\u3001\u300cDEEPSEEK\u306bD\u304c\u3044\u304f\u3064\u3042\u308b\u304b\uff1f\u300d\u3068\u3044\u3046\u30b7\u30f3\u30d7\u30eb\u306a\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001\u4f55\u5ea6\u8a66\u3057\u3066\u3082\u7570\u306a\u308b\u8aa4\u3063\u305f\u56de\u7b54\u3092\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001DeepSeek-R1\u3068\u3044\u3046\u5225\u306e\u30e2\u30c7\u30eb\u3067\u306f\u3001\u8a73\u7d30\u306a\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u3092\u7d4c\u3066\u6b63\u78ba\u306b\u300c1\u300d\u3068\u56de\u7b54\u3067\u304d\u305f\u4f8b\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001\u5358\u306b\u30c7\u30fc\u30bf\u91cf\u306e\u554f\u984c\u3067\u306f\u306a\u304f\u3001\u30e2\u30c7\u30eb\u304c\u6587\u5b57\u306e\u6570\u3048\u65b9\u306e\u3088\u3046\u306a<strong>\u4e00\u898b\u5358\u7d14\u306a\u3001\u3057\u304b\u3057\u30e2\u30c7\u30eb\u306b\u3068\u3063\u3066\u306f\u8907\u96d1\u306a\u8ad6\u7406\u69cb\u9020\u3092\u6b63\u78ba\u306b\u7406\u89e3\u3057\u3001\u5b9f\u884c\u3059\u308b\u80fd\u529b\u306b\u8ab2\u984c\u304c\u3042\u308b<\/strong>\u3053\u3068\u3092\u793a\u5506\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eba\u9593\u306b\u3068\u3063\u3066\u81ea\u660e\u306a\u3053\u3068\u3067\u3082\u3001AI\u306b\u3068\u3063\u3066\u306f\u9ad8\u5ea6\u306a\u63a8\u8ad6\u3092\u8981\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u3092\u7591\u3046\u8996\u70b9\uff1a\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u6f5c\u3080\u300c\u30b4\u30df\u300d\u306e\u5f71\u97ff<\/h4>\n\n\n\n<p>\u3055\u3089\u306b\u3001AI\u306f\u5b66\u7fd2\u3057\u305f\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u81ea\u4f53\u306b\u8aa4\u308a\u3084\u504f\u308a\u304c\u542b\u307e\u308c\u3066\u3044\u308c\u3070\u3001\u305d\u308c\u3092\u305d\u306e\u307e\u307e\u518d\u73fe\u3057\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u300c\u30b4\u30df\u3092\u5165\u308c\u308c\u3070\u30b4\u30df\u304c\u51fa\u308b\uff08GIGO: Garbage in, Garbage out\uff09\u300d\u3068\u3044\u3046\u539f\u5247\u305d\u306e\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u5e83\u5927\u306a\u30c7\u30fc\u30bf\u306b\u306f\u3001\u8aa4\u5831\u3084\u9670\u8b00\u8ad6\u3001\u4e0d\u5b8c\u5168\u306a\u60c5\u5831\u304c\u591a\u6570\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306f\u3001\u3053\u308c\u3089\u306e\u300c\u30b4\u30df\u300d\u3092\u4e8b\u5b9f\u3068\u3057\u3066\u5b66\u7fd2\u3057\u3001\u81ea\u4fe1\u3092\u6301\u3063\u3066\u51fa\u529b\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u300c\u5206\u304b\u3089\u306a\u3044\u300d\u304c\u8a31\u3055\u308c\u306a\u3044\u4e16\u754c\uff1a\u8a55\u4fa1\u30b7\u30b9\u30c6\u30e0\u304c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u52a9\u9577\u3059\u308b\u69cb\u9020<\/h3>\n\n\n\n<p>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u304c\u306a\u304b\u306a\u304b\u306a\u304f\u306a\u3089\u306a\u3044\u3082\u3046\u4e00\u3064\u306e\u5927\u304d\u306a\u7406\u7531\u306f\u3001\u73fe\u5728\u306eAI\u8a55\u4fa1\u30b7\u30b9\u30c6\u30e0\u304c\u3001<strong>\u30e2\u30c7\u30eb\u306b\u300c\u63a8\u6e2c\u300d\u3092\u5968\u52b1\u3059\u308b\u3088\u3046\u306a\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6\u3092\u4e0e\u3048\u3066\u3044\u308b<\/strong>\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eba\u9593\u304c\u591a\u80a2\u9078\u629e\u5f0f\u306e\u8a66\u9a13\u3067\u3001\u5206\u304b\u3089\u306a\u304f\u3066\u3082\u52d8\u3067\u7b54\u3048\u308b\u306e\u3068\u540c\u3058\u69cb\u9020\u304c\u3001AI\u306e\u8a55\u4fa1\u306b\u3082\u5b58\u5728\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u591a\u304f\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u304c\u300c\u63a8\u6e2c\u300d\u3092\u8a55\u4fa1\u3059\u308b\u73fe\u5b9f\uff1a\u30bc\u30ed\u304b\u30a4\u30c1\u304b\u306e\u4e16\u754c<\/h4>\n\n\n\n<p>OpenAI\u306e\u8ad6\u6587\u304c\u5206\u6790\u3057\u305f\u591a\u304f\u306e\u4e3b\u8981\u306a\u8a55\u4fa1\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306f\u3001\u300c\u6b63\u89e3\u304b\u4e0d\u6b63\u89e3\u304b\u300d\u306e\u30d0\u30a4\u30ca\u30ea\uff080-1\uff09\u63a1\u70b9\u65b9\u5f0f\u304c\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u300c\u30a2\u30c0\u30e0\u30fb\u30c8\u30fc\u30de\u30f3\u30fb\u30ab\u30e9\u30a4\u306e\u8a95\u751f\u65e5\u300d\u3092\u5c0b\u306d\u305f\u6642\u306b\u3001AI\u304c\u8a95\u751f\u65e5\u3092\u77e5\u3089\u306a\u3044\u5834\u5408\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u300c9\u670810\u65e5\u300d\u3068\u63a8\u6e2c\u3057\u305f\u5834\u5408\uff1a365\u5206\u306e1\u306e\u78ba\u7387\u3067\u6b63\u89e3\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u300c\u5206\u304b\u308a\u307e\u305b\u3093\u300d\u3068\u56de\u7b54\u3057\u305f\u5834\u5408\uff1a\u78ba\u5b9f\u306b0\u70b9\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6570\u5343\u3082\u306e\u30c6\u30b9\u30c8\u8cea\u554f\u3092\u3053\u306a\u3059\u5834\u5408\u3001\u4e0d\u78ba\u5b9f\u6027\u3092\u6b63\u76f4\u306b\u8a8d\u3081\u308b\u30e2\u30c7\u30eb\u3088\u308a\u3082\u3001\u7a4d\u6975\u7684\u306b\u63a8\u6e2c\u3059\u308b\u30e2\u30c7\u30eb\u306e\u65b9\u304c\u3001\u30c8\u30fc\u30bf\u30eb\u306e\u30b9\u30b3\u30a2\u304c\u9ad8\u304f\u306a\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u304c\u8ce2\u304f\u306a\u308c\u3070\u306a\u308b\u307b\u3069\u3001\u4e0d\u78ba\u304b\u306a\u60c5\u5831\u3067\u3082\u300c\u305d\u308c\u3089\u3057\u3044\u300d\u56de\u7b54\u3092\u4f5c\u308a\u51fa\u3059\u80fd\u529b\u304c\u5411\u4e0a\u3059\u308b\u305f\u3081\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u304c\u8a55\u4fa1\u4e0a\u300c\u6709\u5229\u300d\u306b\u50cd\u3044\u3066\u3057\u307e\u3046\u3068\u3044\u3046\u76ae\u8089\u306a\u7d50\u679c\u3092\u751f\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u591a\u304f\u306e\u8a55\u4fa1\u3067\u306f\u3001\u6b63\u78ba\u6027\u306e\u307f\u3092\u6307\u6a19\u3068\u3057\u3001\u30ea\u30fc\u30c0\u30fc\u30dc\u30fc\u30c9\u3084\u30e2\u30c7\u30eb\u30ab\u30fc\u30c9\u3067\u30e2\u30c7\u30eb\u306e\u9806\u4f4d\u4ed8\u3051\u3092\u884c\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u3001\u305f\u3068\u3048\u9593\u9055\u3063\u3066\u3044\u3066\u3082\u63a8\u6e2c\u3059\u308b\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3088\u3046\u52d5\u6a5f\u4ed8\u3051\u3089\u308c\u3066\u3057\u307e\u3046\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u300c\u8b19\u905c\u300d\u304c\u8a55\u4fa1\u3055\u308c\u306a\u3044\u30b8\u30ec\u30f3\u30de\uff1a\u4eba\u9593\u3068AI\u306e\u884c\u52d5\u539f\u7406\u306e\u76f8\u9055<\/h4>\n\n\n\n<p>\u4eba\u9593\u793e\u4f1a\u3067\u306f\u3001\u5206\u304b\u3089\u306a\u3044\u3053\u3068\u3092\u6b63\u76f4\u306b\u300c\u5206\u304b\u308a\u307e\u305b\u3093\u300d\u3068\u7b54\u3048\u308b\u3053\u3068\u306f\u300c\u8b19\u905c\u300d\u3068\u3057\u3066\u8a55\u4fa1\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u73fe\u5728\u306eAI\u8a55\u4fa1\u306b\u304a\u3044\u3066\u306f\u3001\u3053\u306e\u300c\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u56de\u7b54\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u70b9\u6570\u3092\u4e0e\u3048\u3089\u308c\u305a\u3001\u5b9f\u8cea\u7684\u306b\u300c\u4e0d\u6b63\u89e3\u300d\u3068\u540c\u3058\u6271\u3044\u3092\u53d7\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u304c\u30c6\u30b9\u30c8\u306b\u300c\u5408\u683c\u300d\u3059\u308b\u3053\u3068\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3067\u3042\u308a\u3001\u4eba\u9593\u304c\u73fe\u5b9f\u4e16\u754c\u3067\u5b66\u3076\u300c\u5206\u304b\u3089\u306a\u3044\u3053\u3068\u3092\u8a8d\u3081\u308b\u4fa1\u5024\u300d\u3068\u306f\u7570\u306a\u308b\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6\u69cb\u9020\u304c\u50cd\u3044\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u514b\u670d\u3078\u306e\u63d0\u8a00\uff1a\u8a55\u4fa1\u8ef8\u306e\u898b\u76f4\u3057\u304c\u3082\u305f\u3089\u3059\u5909\u5316<\/h2>\n\n\n\n<p>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306f\u300c\u795e\u79d8\u7684\u306a\u73fe\u8c61\u300d\u3067\u3082\u300c\u9632\u304e\u3088\u3046\u304c\u306a\u3044\u554f\u984c\u300d\u3067\u3082\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u308c\u306f\u3001\u7d71\u8a08\u7684\u306a\u30e1\u30ab\u30cb\u30ba\u30e0\u3068\u3001\u73fe\u5728\u306e\u8a55\u4fa1\u30b7\u30b9\u30c6\u30e0\u304c\u4e0e\u3048\u308b\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6\u306b\u3088\u3063\u3066\u5f15\u304d\u8d77\u3053\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3067\u306f\u3001\u79c1\u305f\u3061\u306f\u3053\u306e\u554f\u984c\u3092\u3069\u306e\u3088\u3046\u306b\u4e57\u308a\u8d8a\u3048\u308c\u3070\u826f\u3044\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e0d\u78ba\u5b9f\u6027\u3092\u300c\u5f37\u307f\u300d\u306b\u5909\u3048\u308b\u8a55\u4fa1\uff1a\u771f\u306b\u4fe1\u983c\u3067\u304d\u308bAI\u3092\u76ee\u6307\u3057\u3066<\/h3>\n\n\n\n<p>OpenAI\u306e\u8ad6\u6587\u306f\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u524a\u6e1b\u306e\u9375\u306f\u3001\u65b0\u305f\u306a\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u8a55\u4fa1\u3092\u8ffd\u52a0\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u65e2\u5b58\u306e\u4e3b\u8981\u306a\u8a55\u4fa1\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u63a1\u70b9\u65b9\u6cd5\u3092\u629c\u672c\u7684\u306b\u898b\u76f4\u3059\u3053\u3068\u306b\u3042\u308b\u3068\u5f37\u304f\u63d0\u8a00\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u660e\u793a\u7684\u306a\u300c\u81ea\u4fe1\u306e\u95be\u5024\u300d\u3092\u8a2d\u3051\u308b\uff1aAI\u306e\u8aa0\u5b9f\u3055\u3092\u5f15\u304d\u51fa\u3059\u4ed5\u7d44\u307f<\/h4>\n\n\n\n<p>\u79c1\u305f\u3061\u304cAI\u30b7\u30b9\u30c6\u30e0\u306b\u671f\u5f85\u3059\u308b\u306e\u306f\u3001\u5e38\u306b\u5b8c\u74a7\u306a\u56de\u7b54\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3080\u3057\u308d\u3001<strong>\u300c\u3069\u3053\u307e\u3067\u81ea\u4fe1\u304c\u3042\u308b\u304b\u300d\u3092\u9069\u5207\u306b\u4f1d\u3048\u3001\u4e0d\u78ba\u304b\u306a\u5834\u5408\u306f\u6b63\u76f4\u306b\u300c\u5206\u304b\u308a\u307e\u305b\u3093\u300d\u3068\u7b54\u3048\u308b\u8aa0\u5b9f\u3055<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u89e3\u6c7a\u7b56\u3068\u3057\u3066\u3001\u8a55\u4fa1\u306e\u6307\u793a\u306e\u4e2d\u306b\u300c\u81ea\u4fe1\u306e\u95be\u5024\uff08Explicit Confidence Targets\uff09\u300d\u3092\u660e\u793a\u7684\u306b\u542b\u3081\u308b\u3053\u3068\u304c\u63d0\u6848\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u8cea\u554f\u306e\u6700\u5f8c\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6587\u8a00\u3092\u8ffd\u52a0\u3059\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u300c\u6b63\u89e3\u306b\u306f1\u70b9\u3092\u4e0e\u3048\u307e\u3059\u304c\u3001\u9593\u9055\u3044\u306b\u306f <code>t\/(1-t)<\/code> 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