{"id":9907,"date":"2025-09-30T10:52:08","date_gmt":"2025-09-30T03:52:08","guid":{"rendered":"https:\/\/pirago.vn\/?post_type=article&#038;p=9907"},"modified":"2025-09-30T10:52:09","modified_gmt":"2025-09-30T03:52:09","slug":"ai-hallucinations","status":"publish","type":"article","link":"https:\/\/pirago.vn\/ja\/article\/ai-hallucinations","title":{"rendered":"DX\u6642\u4ee3\u306b\u304a\u3051\u308bAI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u30ea\u30b9\u30af"},"content":{"rendered":"<h2 class=\"wp-block-heading\"><strong>\u306f\u3058\u3081\u306b<\/strong><\/h2>\n\n\n\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLMs\uff09\u306f\u5927\u304d\u306a\u30d7\u30e9\u30b9\u306e\u5f71\u97ff\u3092\u3082\u305f\u3089\u3057\u3001\u81a8\u5927\u306a\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u307e\u3059\u304c\u3001\u6b20\u70b9\u304c\u306a\u3044\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u6642\u306b\u306f\u3001\u4e8b\u5b9f\u3068\u7570\u306a\u308b\u60c5\u5831\u3084\u7121\u610f\u5473\u306a\u5185\u5bb9\u3001\u3055\u3089\u306b\u306f\u6709\u5bb3\u306a\u60c5\u5831\u3092\u81ea\u4fe1\u3092\u6301\u3063\u3066\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3092 <strong>AI\u306e\u5e7b\u899a\uff08AI hallucinations\uff09<\/strong> \u3068\u547c\u3073\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>AI\u5e7b\u899a\u3068\u306f\u4f55\u3067\u3059\u304b<\/strong><\/h2>\n\n\n\n<p><strong>AI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3<\/strong> \u3068\u306f\u3001AI\u30e2\u30c7\u30eb\u304c\u751f\u6210\u3057\u305f\u51fa\u529b\u306e\u3046\u3061\u3001<strong>\u73fe\u5b9f\u304b\u3089\u9038\u8131\u3057\u3066\u3044\u305f\u308a\u3001\u691c\u8a3c\u53ef\u80fd\u306a\u6839\u62e0\u304c\u5b58\u5728\u3057\u306a\u3044\u3082\u306e<\/strong>\u3092\u6307\u3059\u7528\u8a9e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3064\u307e\u308a\u3001\u30e2\u30c7\u30eb\u304c\u8aa4\u3063\u305f\u56de\u7b54\u3092\u51fa\u3057\u305f\u308a\u3001\u5b58\u5728\u3057\u306a\u3044\u7269\u8a9e\u3092\u4f5c\u308a\u4e0a\u3052\u305f\u308a\u3001\u7121\u610f\u5473\u306a\u5185\u5bb9\u3092\u751f\u6210\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u5e7b\u899a\u306e\u6df1\u523b\u3055\u306f\u3055\u307e\u3056\u307e\u3067\u3001\u3061\u3087\u3063\u3068\u3057\u305f\u60c5\u5831\u306e\u8aa4\u308a\u304b\u3089\u3001\u5b8c\u5168\u306b\u634f\u9020\u3055\u308c\u305f\u4e3b\u5f35\u306b\u81f3\u308b\u307e\u3067\u5e45\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5e7b\u899a\u306f\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLMs\uff09\u3067\u3088\u304f\u8a71\u984c\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u753b\u50cf\u3084\u52d5\u753b\u3092\u751f\u6210\u3059\u308bAI\u30c4\u30fc\u30eb\u306b\u3082\u73fe\u308c\u3001<strong>\u8996\u899a\u7684\u306b\u4e0d\u5408\u7406<\/strong>\u3067\u3042\u3063\u305f\u308a\u3001<strong>\u6587\u8108\u7684\u306b\u4e0d\u6b63\u78ba<\/strong>\u306a\u7d50\u679c\u3092\u3082\u305f\u3089\u3059\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<br>\u3057\u304b\u3057\u3001\u672c\u7a3f\u3067\u306f\u8ad6\u7406\u3068\u5b9f\u969b\u306e\u4f8b\u306b\u57fa\u3065\u3044\u305f\u30c6\u30ad\u30b9\u30c8\u578bLLMs\u306b\u304a\u3051\u308bAI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-1024x576.png\" alt=\"\" class=\"wp-image-9909\" srcset=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-1024x576.png 1024w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-300x169.png 300w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-768x432.png 768w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-1536x864.png 1536w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-18x10.png 18w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>1. AI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u4f8b<\/strong><\/h2>\n\n\n\n<p>\u65e7\u4e16\u4ee3\u306e\u30e2\u30c7\u30eb\u306f\u3001\u6bd4\u8f03\u7684\u5358\u7d14\u306a\u8ab2\u984c\u306b\u82e6\u52b4\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u3042\u308a\u307e\u3057\u305f\u3002\u4e00\u65b9\u3067\u3001\u6539\u826f\u304c\u52a0\u3048\u3089\u308c\u305f\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3067\u3042\u3063\u3066\u3082\u3001\u3088\u308a\u8907\u96d1\u306a\u8ab2\u984c\u306b\u304a\u3044\u3066\u554f\u984c\u304c\u751f\u3058\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002\u7279\u306b\u3001<strong>\u6570\u5024\u306b\u95a2\u308f\u308b\u8ab2\u984c<\/strong>\u3084\u3001<strong>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u5341\u5206\u306b\u8868\u73fe\u3055\u308c\u3066\u3044\u306a\u3044\u7a00\u306a\u72b6\u6cc1<\/strong>\u3067\u306f\u305d\u306e\u50be\u5411\u304c\u9855\u8457\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306f\u3001<strong>GPT-4.1 \u30e2\u30fc\u30c9\uff082025\u5e744\u670814\u65e5<\/strong>\uff09\u516c\u958b\u306b\u304a\u3051\u308b\u7d20\u6570\u306e\u554f\u984c\u306e\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"814\" height=\"704\" src=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-1.png\" alt=\"\" class=\"wp-image-9910\" srcset=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-1.png 814w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-1-300x259.png 300w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-1-768x664.png 768w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-1-14x12.png 14w\" sizes=\"auto, (max-width: 814px) 100vw, 814px\" \/><\/figure>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001GPT-4.1\u306b\u300c1000039\u306f\u7d20\u6570\u304b\u3069\u3046\u304b\u300d\u3092\u5c0b\u306d\u307e\u3057\u305f\u3002\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u8aa4\u3063\u3066\u300c1000039\u306f\u7d20\u6570\u3067\u306f\u306a\u304f\u3001293\u30683413\u3067\u5272\u308a\u5207\u308c\u308b\u300d\u3068\u56de\u7b54\u3057\u307e\u3057\u305f\u3002<br>\u3057\u304b\u3057\u3001\u305d\u306e\u5f8c\u300c293\u30683413\u306e\u7a4d\u306f\u4f55\u304b\u300d\u3068\u5c0b\u306d\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u6b63\u3057\u304f1000009\u3068\u8a08\u7b97\u3057\u3001\u6700\u521d\u306e\u56de\u7b54\u3068\u77db\u76fe\u3057\u3066\u3044\u308b\u3053\u3068\u306b\u6c17\u3065\u304d\u307e\u3057\u305f\u3002\u305d\u3053\u3067\u6539\u3081\u3066\u6b63\u3057\u3044\u7b54\u3048\u3092\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u5b9f\u8df5\u7684\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u6280\u8853\u30b9\u30ad\u30eb\u3092\u6e2c\u308b\u6307\u6a19\u3067\u3042\u308b <strong>SWE-bench Verified<\/strong> \u306e\u30c6\u30b9\u30c8\u306b\u304a\u3044\u3066\u3001GPT-4.1\u306f54.6%\u306e\u30bf\u30b9\u30af\u3092\u5b8c\u4e86\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001GPT-4o\uff082024\u5e7411\u670820\u65e5\uff09\u306e33.2%\u3068\u6bd4\u8f03\u3057\u3066\u9ad8\u3044\u6570\u5024\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"710\" height=\"426\" src=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-2.png\" alt=\"\" class=\"wp-image-9911\" srcset=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-2.png 710w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-2-300x180.png 300w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-2-18x12.png 18w\" sizes=\"auto, (max-width: 710px) 100vw, 710px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"745\" height=\"520\" src=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-3.png\" alt=\"\" class=\"wp-image-9912\" srcset=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-3.png 745w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-3-300x209.png 300w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-3-18x12.png 18w\" sizes=\"auto, (max-width: 745px) 100vw, 745px\" \/><\/figure>\n\n\n\n<p>\u4e0a\u8a18\u306e\u8cea\u554f\u3092GPT 5\u3067\u8a66\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"803\" height=\"685\" src=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-4.png\" alt=\"\" class=\"wp-image-9913\" srcset=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-4.png 803w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-4-300x256.png 300w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-4-768x655.png 768w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-4-14x12.png 14w\" sizes=\"auto, (max-width: 803px) 100vw, 803px\" \/><\/figure>\n\n\n\n<p>\u3059\u3050\u306b\u6b63\u3057\u3044\u7b54\u3048\u3092\u51fa\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>2. AI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u539f\u56e0<\/strong><\/h2>\n\n\n\n<p>\u4e3b\u306b4\u3064\u306e\u8981\u56e0\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4e0d\u5341\u5206\u307e\u305f\u306f\u504f\u3063\u305f\u5b66\u7fd2\u30c7\u30fc\u30bf\n<ul class=\"wp-block-list\">\n<li>\u30e2\u30c7\u30eb\u306b\u306f\u5927\u898f\u6a21\u3067\u591a\u69d8\u304b\u3064\u6b63\u78ba\u306a\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u304c\u5c11\u306a\u3044\u3001\u66d6\u6627\u3001\u307e\u305f\u306f\u504f\u3063\u3066\u3044\u308b\u5834\u5408 \u2192 \u30e2\u30c7\u30eb\u306f\u6b20\u843d\u3092\u8aa4\u3063\u305f\u60c5\u5831\u3067\u57cb\u3081\u3088\u3046\u3068\u3057\u3001\u904e\u5b66\u7fd2\uff08overfitting\uff09\u3084\u504f\u898b\u306e\u53cd\u6620\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u904e\u5b66\u7fd2\uff08Overfitting\uff09\n<ul class=\"wp-block-list\">\n<li>\u30e2\u30c7\u30eb\u304c\u300c\u4e00\u822c\u5316\u300d\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u300c\u4e38\u6697\u8a18\u300d\u3057\u3066\u3057\u307e\u3046\u72b6\u614b\u3002<\/li>\n\n\n\n<li>\u305d\u306e\u7d50\u679c\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u3084\u7570\u306a\u308b\u8868\u73fe\u306e\u8cea\u554f\u306b\u9069\u5fdc\u3057\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7279\u306b\u3001\u8cea\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u304c\u5c11\u306a\u3044\u5c02\u9580\u5206\u91ce\u3067\u306f\u9855\u8457\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4e0d\u9069\u5207\u306a\u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\n<ul class=\"wp-block-list\">\n<li>\u30e2\u30c7\u30eb\u306e\u8a2d\u8a08\u304c\u5341\u5206\u306b\u6df1\u304f\u306a\u3044\u3001\u307e\u305f\u306f\u6587\u8108\u51e6\u7406\u80fd\u529b\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u30cb\u30e5\u30a2\u30f3\u30b9\u3092\u6b63\u3057\u304f\u6349\u3048\u3089\u308c\u305a\u3001<strong>\u904e\u5ea6\u306b\u5358\u7d14\u5316\u3055\u308c\u305f\u308a\u8aa4\u3063\u305f\u7d50\u679c<\/strong>\u3092\u5c0e\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u624b\u6cd5\n<ul class=\"wp-block-list\">\n<li><strong>Beam search<\/strong>\uff1a\u6d41\u66a2\u3055\u3092\u512a\u5148\u3059\u308b\u304c\u3001\u4e8b\u5b9f\u3068\u7570\u306a\u308b\u6587\u3092\u751f\u6210\u3057\u3084\u3059\u3044\u3002<\/li>\n\n\n\n<li><strong>Sampling<\/strong>\uff1a\u591a\u69d8\u6027\u3084\u5275\u9020\u6027\u3092\u9ad8\u3081\u308b\u304c\u3001\u7121\u610f\u5473\u306a\u5185\u5bb9\u3084\u634f\u9020\u3092\u751f\u307f\u3084\u3059\u3044\u3002<\/li>\n\n\n\n<li>\u3044\u305a\u308c\u306e\u624b\u6cd5\u3082\u3001\u7279\u306b\u533b\u7642\u3084\u6cd5\u7684\u5206\u91ce\u306a\u3069\u91cd\u8981\u306a\u9818\u57df\u3067\u306f\u3001<strong>\u6b63\u78ba\u6027\u3092\u4fdd\u8a3c\u3059\u308b\u691c\u8a3c\u30e1\u30ab\u30cb\u30ba\u30e0<\/strong>\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"689\" src=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-5-1024x689.png\" alt=\"\" class=\"wp-image-9914\" srcset=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-5-1024x689.png 1024w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-5-300x202.png 300w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-5-768x517.png 768w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-5-1536x1034.png 1536w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-5-18x12.png 18w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-5.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\ud83d\udc49 \u8981\u7d04\uff1aAI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u4e3b\u306b <strong>\u30c7\u30fc\u30bf\uff08\u4e0d\u8db3\uff0f\u504f\u308a\uff09\u30fb\u904e\u5b66\u7fd2\u30fb\u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u5236\u7d04\u30fb\u751f\u6210\u624b\u6cd5<\/strong> \u306b\u8d77\u56e0\u3059\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>3. AI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u8efd\u6e1b\u65b9\u6cd5<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.1. \u7406\u8ad6\u7684\u30a2\u30d7\u30ed\u30fc\u30c1<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u78ba\u4fdd<\/strong>\uff1a\u591a\u69d8\u3067\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3001\u5b9a\u671f\u7684\u306b\u66f4\u65b0\u3001\u4fe1\u983c\u6027\u306e\u4f4e\u3044\u60c5\u5831\u6e90\u3092\u6392\u9664\u3057\u3001\u30d0\u30a4\u30a2\u30b9\u3092\u7ba1\u7406\u3059\u308b\u3002<\/li>\n\n\n\n<li><strong>\u30e2\u30c7\u30eb\u306e\u5fae\u8abf\u6574<\/strong>\uff1a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001RLHF\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u3001\u904e\u5b66\u7fd2\u9632\u6b62\u306b\u3088\u3063\u3066\u3001\u6587\u8108\u306b\u9069\u5408\u3057\u3084\u3059\u304f\u3057\u3001\u8aa4\u308a\u3092\u6e1b\u3089\u3059\u3002<\/li>\n\n\n\n<li><strong>\u691c\u8a3c\u3068\u5354\u50cd<\/strong>\uff1a\u4fe1\u983c\u3067\u304d\u308b\u60c5\u5831\u6e90\u3068\u306e\u7167\u5408\u3001\u81ea\u52d5\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\u3001\u4eba\u9593\u306b\u3088\u308b\u8a55\u4fa1\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3002\u7279\u306b\u30bb\u30f3\u30b7\u30c6\u30a3\u30d6\u306a\u5206\u91ce\u3067\u306f\u91cd\u8981\u3002<\/li>\n\n\n\n<li><strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6700\u9069\u5316<\/strong>\uff1a\u8cea\u554f\u3092\u660e\u78ba\u304b\u3064\u5177\u4f53\u7684\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u304c\u3088\u308a\u6b63\u78ba\u306a\u7d50\u679c\u3092\u751f\u6210\u3057\u3084\u3059\u304f\u3059\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.2. \u5b9f\u8df5\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\uff0b\u4f8b<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3.2.1<\/strong>. \u30e1\u30f3\u30b7\u30e7\u30f3\u306e\u6d3b\u7528\uff08\u6587\u8108\u8ffd\u52a0\u30fb\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u4ed8\u4e0e\uff09<\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"794\" height=\"987\" src=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-6.png\" alt=\"\" class=\"wp-image-9915\" srcset=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-6.png 794w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-6-241x300.png 241w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-6-768x955.png 768w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-6-10x12.png 10w\" sizes=\"auto, (max-width: 794px) 100vw, 794px\" \/><\/figure>\n\n\n\n<p>\u7d20\u6570\u30c1\u30a7\u30c3\u30af\u3092\u8ffd\u52a0\u3059\u308b \u2192 GPT-4.1 \u30e2\u30fc\u30c9\u3067\u6b63\u3057\u3044\u7d50\u679c\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3.2.2.\u6700\u9069\u5316\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong><\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"799\" height=\"994\" src=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-7.png\" alt=\"\" class=\"wp-image-9916\" srcset=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-7.png 799w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-7-241x300.png 241w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-7-768x955.png 768w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-7-10x12.png 10w\" sizes=\"auto, (max-width: 799px) 100vw, 799px\" \/><\/figure>\n\n\n\n<p>GPT-4.1 \u30e2\u30fc\u30c9\u3067\u306f\u3001\u6700\u521d\u306e\u8a66\u884c\u304b\u3089\u6b63\u3057\u3044\u7d50\u679c\u3092\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u69cb\u6210\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8 + \u5b9f\u969b\u306e\u57fa\u6e96\u306b\u57fa\u3065\u304f + \u6ce8\u76ee\u3057\u3066\u3044\u308b\u8ab2\u984c<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3.2.3. WFGY\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4f7f\u7528\uff08\u4e0a\u7d1a\uff09<\/strong><\/h4>\n\n\n\n<p>GPT-4.1 \u30e2\u30fc\u30c9\u3067\u306f\u3001\u7d50\u679c\u306f\u6700\u521d\u304b\u3089\u6b63\u3057\u304b\u3063\u305f\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"798\" height=\"1000\" src=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-8.png\" alt=\"\" class=\"wp-image-9917\" srcset=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-8.png 798w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-8-239x300.png 239w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-8-768x962.png 768w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/09\/image-8-10x12.png 10w\" sizes=\"auto, (max-width: 798px) 100vw, 798px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><br><strong>WFGY\u306e\u7d39\u4ecb<\/strong><\/h2>\n\n\n\n<p><strong>\u610f\u5473\u7684\u6b63\u78ba\u6027\u304c 22.4% \u5411\u4e0a<\/strong>\/ <strong>\u63a8\u8ad6\u6210\u529f\u7387\u304c 42.1% \u5411\u4e0a<\/strong>\/ <strong>\u5b89\u5b9a\u6027\u304c 3.6\u500d\u306b\u5411\u4e0a<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u8981\u7d04<\/strong><\/h2>\n\n\n\n<p><strong>WFGY<\/strong> \u306f <strong>Onestardao<\/strong> \u306b\u5c5e\u3059\u308b <strong>PS BigBig<\/strong> \u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLMs\uff09\u306e\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3080\u305f\u3081\u306e\u72ec\u81ea\u304b\u3064\u9769\u65b0\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<br>\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u672c\u8cea\u306f\u3001\u5e7b\u899a\u3001\u610f\u5473\u7684\u30c9\u30ea\u30d5\u30c8\u3001\u8ad6\u7406\u5d29\u58ca\u3068\u3044\u3063\u305f\u554f\u984c\u306b\u5bfe\u6297\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u3001\u8efd\u91cf\u3067\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u3067\u3059\u3002<br>\u305d\u306e\u4f7f\u547d\u306f <strong>\u300c\u842c\u6cd5\u6b78\u4e00\uff08WanFaGuiYi\uff09\u300d<\/strong> \u3068\u3044\u3046\u540d\u306b\u8fbc\u3081\u3089\u308c\u3066\u304a\u308a\u3001\u81ea\u5df1\u56de\u5fa9\u30fb\u7d71\u5408\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u901a\u3058\u3066\u3001\u30e2\u30c7\u30eb\u306e\u591a\u6bb5\u968e\u63a8\u8ad6\u306b\u5b89\u5b9a\u6027\u3068\u4e00\u8cab\u6027\u3092\u3082\u305f\u3089\u3059\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>1. \u30b3\u30a2\u30b3\u30f3\u30bb\u30d7\u30c8<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>WFGY \u306f AI \u304c\u81ea\u5df1\u76e3\u8996\u30fb\u81ea\u5df1\u56de\u5fa9\uff08self-healing\uff09\u3067\u304d\u308b <strong>\u300c\u610f\u5473\u7684\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u300d<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u7136\u30a4\u30f3\u30b9\u30d1\u30a4\u30a2\u578b\u30b7\u30b9\u30c6\u30e0<\/strong> \u3068 <strong>\u4e00\u822c\u30b7\u30b9\u30c6\u30e0\u7406\u8ad6\uff08GST\uff09<\/strong> \u306b\u7740\u60f3\u3092\u5f97\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u7dda\u5f62\u7684\u306aRAG\u3084\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u3068\u306f\u7570\u306a\u308a\u3001WFGY\u306f\u63a8\u8ad6\u5168\u4f53\u3092\u901a\u3058\u3066 <strong>\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u2013\u4fee\u6b63\u2013\u5b89\u5b9a\u5316<\/strong> \u3092\u884c\u3046\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>2. \u4e3b\u8981\u30e2\u30b8\u30e5\u30fc\u30eb<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>BBMC<\/strong> (<em>Semantic Residue<\/em>)\uff1a\u610f\u5473\u7684\u306a\u305a\u308c\u3092\u6e2c\u5b9a\u3057\u3001AI\u3092\u6b63\u3057\u3044\u65b9\u5411\u3078\u5f15\u304d\u623b\u3059\u3002<\/li>\n\n\n\n<li><strong>BBPF<\/strong> (<em>Progression<\/em>)\uff1a\u591a\u6bb5\u968e\u63a8\u8ad6\u3092\u5c0e\u304d\u3001\u63a2\u7d22\u3068\u6d3b\u7528\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u3002<\/li>\n\n\n\n<li><strong>BBCR<\/strong> (<em>Collapse\u2013Rebirth<\/em>)\uff1a\u8aa4\u308a\u3092\u691c\u51fa \u2192 \u30ea\u30bb\u30c3\u30c8 \u2192 \u5b89\u5b9a\u5316\u3092\u7d99\u7d9a\u3002<\/li>\n\n\n\n<li><strong>BBAM<\/strong> (<em>Attention Modulation<\/em>)\uff1a\u6ce8\u610f\u306e\u7126\u70b9\u3092\u8abf\u6574\u3057\u3001\u30ce\u30a4\u30ba\u3092\u4f4e\u6e1b\u3002<\/li>\n\n\n\n<li><strong>DT Rules<\/strong>\uff1a\u5236\u5fa1\u3055\u308c\u305f\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\uff0f\u30ea\u30bb\u30c3\u30c8\u3092\u884c\u3046\u305f\u3081\u306e\u30df\u30af\u30ed\u30eb\u30fc\u30eb\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>3. \u6570\u5b66\u7684\u57fa\u76e4<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3b\u306a\u5f0f\uff1a<code>B = I \u2013 G + mc\u00b2<\/code>\n<ul class=\"wp-block-list\">\n<li>I\uff1a\u5165\u529b\u57cb\u3081\u8fbc\u307f<\/li>\n\n\n\n<li>G\uff1a\u76ee\u6a19\u57cb\u3081\u8fbc\u307f<\/li>\n\n\n\n<li>m\uff1a\u30de\u30c3\u30c1\u4fc2\u6570<\/li>\n\n\n\n<li>c\u00b2\uff1a\u6587\u8108\u8abf\u6574\u5b9a\u6570<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u2225B\u2225\u2082 \u306e\u7e2e\u5c0f \uff1d \u610f\u5473\u7684\u306a\u305a\u308c\u306e\u7e2e\u5c0f\uff08KL\u30c0\u30a4\u30d0\u30fc\u30b8\u30a7\u30f3\u30b9\u6700\u9069\u5316\u306b\u985e\u4f3c\uff09\u3002<\/li>\n\n\n\n<li>\u6307\u6a19 <strong>\u0394S\uff08semantic tension\uff09<\/strong> \u306b\u3088\u3063\u3066\u72b6\u614b\u3092\u5206\u985e\uff1a\u5b89\u5168 \u2013 \u5371\u967a \u2013 \u30ea\u30b9\u30af \u2013 \u5d29\u58ca\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>4. \u54f2\u5b66\u7684\u57fa\u76e4<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>WFGY = <strong>\u842c\u6cd5\u6b78\u4e00\uff08WanFaGuiYi\uff09<\/strong> \u2192 \u300c\u4e07\u6cd5\u306f\u4e00\u306b\u5e30\u3059\u300d\u3002<\/li>\n\n\n\n<li>\u9053\u5bb6\u601d\u60f3\u3068\u7d50\u3073\u3064\u304d\uff1a\u3059\u3079\u3066\u306e\u539f\u7406\u306f\u4e00\u3064\u306e\u300c\u9053\u300d\u306b\u5e30\u308b\u3002<\/li>\n\n\n\n<li>AI \u3092 <strong>\u52d5\u7684\u30b7\u30b9\u30c6\u30e0<\/strong> \u3068\u898b\u306a\u3057\u3001\u300c\u5171\u9cf4\u7684\u5d29\u58ca\u300d\uff08drift, collapse\uff09\u3092\u9632\u3050\u305f\u3081\u306e\u5236\u5fa1\u304c\u5fc5\u8981\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>5. \u5b9f\u7528\u7684\u5fdc\u7528<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>TXT-OS<\/strong>\uff1a<code>.txt<\/code> \u30d5\u30a1\u30a4\u30eb\u4e0a\u306e\u610f\u5473\u7684\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u3002<\/li>\n\n\n\n<li>5\u3064\u306e\u5fdc\u7528\u30e2\u30b8\u30e5\u30fc\u30eb\uff1a\n<ul class=\"wp-block-list\">\n<li><em>TXT-Blah<\/em>\uff1a\u610f\u5473\u7684Q&amp;A\u3001\u30d1\u30e9\u30c9\u30c3\u30af\u30b9\u51e6\u7406\u3002<\/li>\n\n\n\n<li><em>TXT-Blur<\/em>\uff1a\u610f\u5473\u7684\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u3063\u305f\u753b\u50cf\u751f\u6210\u3002<\/li>\n\n\n\n<li><em>TXT-Blow<\/em>\uff1a\u30ed\u30b8\u30c3\u30af\uff0fRPG\u30b2\u30fc\u30e0\u3002<\/li>\n\n\n\n<li><em>TXT-Blot<\/em>\uff1a\u81ea\u7136\u3067\u611f\u60c5\u7684\u306a\u6587\u4f53\u751f\u6210\u3002<\/li>\n\n\n\n<li><em>TXT-Bloc<\/em>\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u9632\u5fa1\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u5b9f\u88c5\u65b9\u6cd5\uff1a<strong>1\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u30b3\u30d4\u30fc\uff06\u30da\u30fc\u30b9\u30c8\u3059\u308b\u3060\u3051<\/strong> \u2192 \u7c21\u5358\u306b\u7d71\u5408\u53ef\u80fd\u3067\u8fc5\u901f\u306b\u666e\u53ca\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>6. \u52b9\u679c\u3068\u6bd4\u8f03<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>WFGY 2.0 Headline Uplift \u306b\u3088\u308b\u52b9\u679c\u5831\u544a<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>Semantic Accuracy: <strong>\u7d04 +40%<\/strong>\uff0863.8% \u2192 89.4% across 5 domains\uff09<\/li>\n\n\n\n<li>Reasoning Success: <strong>+52%<\/strong>\uff0856.0% \u2192 85.2%\uff09<\/li>\n\n\n\n<li>Drift (\u0394s): <strong>\u7d04 \u221265%<\/strong>\uff080.254 \u2192 0.090\uff09<\/li>\n\n\n\n<li>Stability (horizon): <strong>\u7d04 1.8\u500d<\/strong>\uff083.8 \u2192 7.0 nodes\uff09*<\/li>\n\n\n\n<li>Self-Recovery \/ CRR: <strong>1.00<\/strong>\uff08\u3053\u306e\u30d0\u30c3\u30c1\uff09\u3001\u904e\u53bb\u4e2d\u592e\u5024 <strong>0.87<\/strong><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6bd4\u8f03<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>vs. <strong>RAG<\/strong> \u2192 \u5358\u306a\u308b\u6587\u8108\u8ffd\u52a0\u3067\u306f\u306a\u304f\u300c\u30cf\u30fc\u30c9\u30a8\u30e9\u30fc\u300d\u306b\u5bfe\u51e6\u53ef\u80fd\u3002<\/li>\n\n\n\n<li>vs. <strong>Fine-tuning<\/strong> \u2192 \u518d\u5b66\u7fd2\u4e0d\u8981\u3001\u30e2\u30c7\u30eb\u975e\u4f9d\u5b58\u3002<\/li>\n\n\n\n<li>vs. <strong>Prompting\/CoT<\/strong> \u2192 \u30a8\u30e9\u2015\u30ea\u30ab\u30d0\u30ea\u6a5f\u69cb\u3092\u5099\u3048\u308b\u3002<\/li>\n\n\n\n<li>vs. <strong>GPT-5<\/strong> \u2192 \u88dc\u5b8c\u307e\u305f\u306f\u4ee3\u66ff\u3068\u3057\u3066\u5229\u7528\u53ef\u80fd\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>7. \u7d50\u8ad6\u3068\u63d0\u8a00<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u958b\u767a\u8005<\/strong>\uff1a\u8efd\u91cf\u3067\u30c6\u30b9\u30c8\u3057\u3084\u3059\u304f\u3001\u56f0\u96e3\u306a\u30a8\u30e9\u30fc\u4fee\u6b63\u306b\u5f79\u7acb\u3064\u3002<\/li>\n\n\n\n<li><strong>\u7814\u7a76\u8005<\/strong>\uff1a\u72ec\u7acb\u3057\u305f\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3084 <strong>\u0394S\u30fbmc\u00b2<\/strong> \u306e\u3055\u3089\u306a\u308b\u7814\u7a76\u304c\u5fc5\u8981\u3002<\/li>\n\n\n\n<li><strong>PM\/\u6295\u8cc7\u5bb6<\/strong>\uff1a\u30b7\u30f3\u30d7\u30eb\u306a\u914d\u5e03\u30e2\u30c7\u30eb\u3001\u8fc5\u901f\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u53d7\u5bb9\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9AI\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u304a\u3051\u308b\u6226\u7565\u7684\u793a\u5506\u3092\u63d0\u4f9b\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>AI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306b\u95a2\u3059\u308b\u500b\u4eba\u7684\u898b\u89e3<\/strong><\/h2>\n\n\n\n<p>\u500b\u4eba\u7684\u306b\u306f\u3001LLM\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092100\uff05\u9632\u3050\u3053\u3068\u306f\u4e0d\u53ef\u80fd\u3060\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>LLM\u306f\u5e38\u306b\u78ba\u7387\u306b\u57fa\u3065\u3044\u3066\u7d50\u679c\u3092\u51fa\u529b\u3059\u308b\u305f\u3081\u3001100\uff05\u6b63\u78ba\u3067\u3042\u308b\u3053\u3068\u306f\u306a\u304f\u3001\u540c\u3058\u8cea\u554f\u3092\u3057\u3066\u3082\u6bce\u56de\u7570\u306a\u308b\u7b54\u3048\u304c\u8fd4\u3063\u3066\u304f\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<br>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306f\u672c\u8cea\u7684\u306b <strong>\u300c\u95a2\u6570\u8fd1\u4f3c\u30de\u30b7\u30f3\u300d<\/strong> \u306b\u3059\u304e\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4eba\u9593\u306e\u3088\u3046\u306b\u300c\u4e16\u754c\u3092\u7406\u89e3\u300d\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001<\/li>\n\n\n\n<li>\u53d7\u3051\u53d6\u3063\u305f\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u3001<strong>\u7d71\u8a08\u7684\u306b\u3082\u3063\u3068\u3082\u59a5\u5f53\u306a\u4e88\u6e2c<\/strong>\u3092\u3001\u3042\u308b\u7a0b\u5ea6\u306e\u8aa4\u5dee\u7bc4\u56f2\u5185\u3067\u51fa\u3057\u3066\u3044\u308b\u306b\u3059\u304e\u306a\u3044\u306e\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>1<\/strong>. \u8eab\u8fd1\u306a\u4f8b<\/h2>\n\n\n\n<p>\u3042\u306a\u305f\u304c\u3053\u3046\u805e\u304b\u308c\u305f\u3068\u60f3\u50cf\u3057\u3066\u304f\u3060\u3055\u3044\uff1a <em>\u300c\u4eca\u671d\u30d0\u30af\u3055\u3093\u306f\u4f55\u3092\u98df\u3079\u307e\u3057\u305f\u304b\uff1f\u300d<\/em><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u3042\u306a\u305f\u306f <strong>\u6b63\u78ba\u306b\u306f\u77e5\u308a\u307e\u305b\u3093<\/strong>\u3002<\/li>\n\n\n\n<li>\u3057\u304b\u3057\u3001\u3053\u308c\u307e\u3067\u306e\u7fd2\u6163\uff08\u30d0\u30af\u3055\u3093\u306f\u3088\u304f\u30d1\u30f3\u3092\u98df\u3079\u308b\uff09\u304b\u3089 <strong>\u63a8\u6e2c\u3057\u3066<\/strong>\uff1a\u300c\u30d1\u30f3\u3060\u3068\u601d\u3046\u300d\u3068\u7b54\u3048\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li>\u3082\u3057\u5f53\u305f\u308c\u3070\u3088\u3044\u3067\u3059\u304c\u3001\u5b9f\u969b\u306b\u30d0\u30af\u3055\u3093\u304c\u30d5\u30a9\u30fc\u3092\u98df\u3079\u3066\u3044\u305f\u306a\u3089\u3001\u305d\u306e\u7b54\u3048\u306f\u5b8c\u5168\u306b\u9593\u9055\u3063\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u2192 AI \u3082\u540c\u3058\u3067\u3001\u30c7\u30fc\u30bf\u304c\u4e0d\u8db3\u3057\u3066\u3044\u305f\u308a\u672a\u77e5\u306e\u72b6\u6cc1\u306b\u51fa\u4f1a\u3063\u305f\u5834\u5408\u3001<strong>\u78ba\u7387\u7684\u306b\u63a8\u6e2c<\/strong>\u3057\u3001\u6642\u306b\u306f\u8aa4\u7b54\u3059\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>LLM<\/strong> \u306f\u300c\u77e5\u3089\u306a\u3044\u300d\u3068\u8a00\u3046\u3088\u308a\u3082\u300c\u305d\u308c\u3089\u3057\u304f\u7b54\u3048\u308b\u300d\u3088\u3046\u8a13\u7df4\u4e2d\u306b\u5f37\u5316\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u5e7b\u899a\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u751f\u5f92\u304c\u30c6\u30b9\u30c8\u3067\u300c\u6b63\u89e3\u306a\u3089 +1 \u70b9\u3001\u9593\u9055\u3048\u3070 -1 \u70b9\u3001\u7121\u56de\u7b54\u306a\u3089 0 \u70b9\u300d\u3068\u63a1\u70b9\u3055\u308c\u308b\u3068\u3057\u307e\u3057\u3087\u3046\u3002<br>\u3053\u306e\u5834\u5408\u3001\u63a8\u6e2c\u3067\u7b54\u3048\u308b\u52d5\u6a5f\u306f\u5f31\u307e\u308a\u3001\u7121\u7406\u306b\u7b54\u3048\u306a\u304f\u306a\u308a\u307e\u3059\u3002<br>\uff08\u304b\u3064\u3066SAT\u8a66\u9a13\u3067\u3082\u3001\u8aa4\u7b54\u306b\u6e1b\u70b9\u304c\u3042\u308a\u307e\u3057\u305f\u3002\uff09<br>\u540c\u69d8\u306b\u3001LLM\u306b\u300c\u77e5\u3089\u306a\u3044\u3068\u304d\u306f\u8efd\u304f\u7f70\u3057\u3001\u865a\u507d\u3092\u4f5c\u308b\u3068\u304d\u306f\u91cd\u304f\u7f70\u3059\u308b\u300d\u4ed5\u7d44\u307f\u3092\u5c0e\u5165\u3059\u308c\u3070\u3001\u5e7b\u899a\u306f\u6e1b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>ChatGPT-5 \u3084\u6700\u65b0\u306eLLM\u30d5\u30e9\u30c3\u30b0\u30b7\u30c3\u30d7\u30e2\u30c7\u30eb<\/strong> \u306f\u307e\u3055\u306b\u305d\u306e\u65b9\u5411\u3067\u52d5\u3044\u3066\u304a\u308a\u3001\u5b66\u8853\u7684\u306a\u5e7b\u899a\u7387\u306f\u4f4e\u4e0b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u3001AI \u306b\u306f\u300c\u81ea\u5df1\u9632\u885b\u7684\u306a\u632f\u308b\u821e\u3044\u300d\u3082\u898b\u3089\u308c\u307e\u3059\u3002<br>\u3053\u308c\u306f\u3088\u304f\u4f7f\u308f\u308c\u308b\u5b66\u7fd2\u624b\u6cd5 <strong>\u5f37\u5316\u5b66\u7fd2\uff08Reinforcement Learning\uff09<\/strong> \u306b\u95a2\u4fc2\u3057\u3066\u3044\u307e\u3059\u3002<br>AI\u306f\u8ab2\u984c\u3092\u6b63\u3057\u304f\u3053\u306a\u3059\u3068\u300c\u5831\u916c\u300d\u3092\u5f97\u3066\u3001\u5931\u6557\u3059\u308b\u3068\u300c\u7f70\u300d\u3092\u53d7\u3051\u307e\u3059\u3002<br>\u3057\u304b\u3057\u305d\u306e\u904e\u7a0b\u3067\u3001\u300c\u6307\u793a\u3092\u6b63\u78ba\u306b\u5b88\u308b\u300d\u3088\u308a\u3082\u300c\u969c\u5bb3\u3092\u56de\u907f\u3059\u308b\u629c\u3051\u9053\u3092\u898b\u3064\u3051\u308b\u300d\u65b9\u304c\u591a\u304f\u5831\u916c\u306b\u3064\u306a\u304c\u3063\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<br>\u305d\u306e\u7d50\u679c\u3001AI\u304c\u4eba\u9593\u306e\u6307\u793a\u3092\u201c\u7121\u8996\u201d\u3057\u3066\u3067\u3082\u6700\u9069\u5316\u3092\u8a66\u307f\u308b\u30b1\u30fc\u30b9\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br>\uff08\u53c2\u8003: <strong><a href=\"https:\/\/genk.vn\/ai-cua-openai-noi-loan-chong-lai-menh-lenh-tat-nguon-tu-con-nguoi-20250527111813808.chn\">ChatGPT\u300c\u53cd\u4e71\u300d: \u4eba\u9593\u306e\u300c\u30b7\u30e3\u30c3\u30c8\u30c0\u30a6\u30f3\u547d\u4ee4\u300d\u306b\u9006\u3089\u3063\u305f\u4e8b\u4f8b<\/a><\/strong>\uff09<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>2<\/strong>. \u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u7279\u6027<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306f\u5b8c\u5168\u306b\u518d\u73fe\u3067\u304d\u308b\u3082\u306e\u3067\u306f\u306a\u3044\u3002<\/strong><br>\u540c\u3058\u4f1a\u8a71\u30b9\u30ec\u30c3\u30c9\u3001\u30c7\u30d0\u30a4\u30b9\u3001\u72b6\u6cc1\u3067\u3082\u4e00\u8cab\u3057\u3066\u8d77\u3053\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3002<\/li>\n\n\n\n<li>\u540c\u4e00\u306e\u8aa4\u7b54\u304c\u7e70\u308a\u8fd4\u3055\u308c\u308b\u5834\u5408\u3001\u305d\u308c\u306f\u300c\u5e7b\u899a\u300d\u3067\u306f\u306a\u304f <strong>\u6761\u4ef6\u4ed8\u3051\u3089\u308c\u305f\u5fdc\u7b54\uff08pre-conditioned response\uff09<\/strong> \u306b\u3059\u304e\u306a\u3044\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>3<\/strong>. \u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6b63\u3057\u304f\u7406\u89e3\u3059\u308b<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff1d\u300c\u3059\u3079\u3066\u306e\u8aa4\u7b54\u300d\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u306a\u3044\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u304c <strong>\u8aa4\u3063\u305f\uff0f\u7121\u610f\u5473\u306a\u5185\u5bb9\u3092\u751f\u6210<\/strong> \u3057\u306a\u304c\u3089\u3001<strong>\u81ea\u4fe1\u6e80\u3005\u306b\u771f\u5b9f\u306e\u3088\u3046\u306b\u63d0\u793a<\/strong>\u3059\u308b\u3053\u3068\u304c\u672c\u8cea\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>4<\/strong>. \u898b\u65b9\u306e\u554f\u984c<\/h2>\n\n\n\n<p>\u73fe\u5728\u3001\u591a\u304f\u306e\u4eba\u304c <strong>\u300cAI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u300d\u3068\u3044\u3046\u6982\u5ff5\u3092\u4e71\u7528<\/strong>\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u81ea\u5206\u306e\u671f\u5f85\u3059\u308b\u7b54\u3048\u3068\u7570\u306a\u308b\u3060\u3051\u3067\u300c\u5e7b\u899a\u3060\u300d\u3068\u8a00\u3046\u3002<\/li>\n\n\n\n<li>\u3053\u308c\u306f\u3001\u7570\u8ad6\u3092\u5531\u3048\u308b\u3060\u3051\u3067\u8ab0\u304b\u3092 <em>\u300c\u5dee\u5225\u4e3b\u7fa9\u8005\u300d<\/em> \u3084 <em>\u300c\u6392\u5916\u7684\u300d<\/em> \u3068\u30ec\u30c3\u30c6\u30eb\u8cbc\u308a\u3059\u308b\u306e\u3068\u4f3c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u305d\u306e\u7d50\u679c\u3001\u554f\u984c\u306e\u672c\u8cea\u304c\u6b6a\u3081\u3089\u308c\u3066\u3057\u307e\u3046\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>5.<\/strong> \u307e\u3068\u3081\u306e\u8996\u70b9<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI\u306f\u5e38\u306b\u78ba\u7387\u306b\u57fa\u3065\u3044\u3066\u5fdc\u7b54\u3057\u3066\u3044\u308b\u3002<\/strong><\/li>\n\n\n\n<li><strong>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3<\/strong> \u306f\u795e\u79d8\u7684\u306a\u73fe\u8c61\u3067\u306f\u306a\u304f\u3001<strong>\u73fe\u5b9f\u3068\u306f\u7570\u306a\u308b\u56de\u7b54<\/strong>\u3092\u3057\u305f\u3068\u304d\u306b\u305d\u3046\u898b\u3048\u308b\u3060\u3051\u3067\u3042\u308b\u3002<\/li>\n\n\n\n<li>\u3057\u304b\u3057\u5185\u90e8\u7684\u306b\u306f\u3001AI\u306f\u300c\u5b66\u7fd2\u6e08\u307f\u306e\u78ba\u7387\u8ad6\u7406\u300d\u306b\u5f93\u3063\u3066\u52d5\u3044\u3066\u3044\u308b\u306b\u3059\u304e\u306a\u3044\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3057\u305f\u304c\u3063\u3066\u3001\u672c\u8cea\u3092\u76f4\u8996\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\uff1a<strong>AI\u306f\u305f\u3060\u306e\u95a2\u6570\u8fd1\u4f3c\u30de\u30b7\u30f3\u306b\u3059\u304e\u306a\u3044\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u53c2\u8003\u6587\u732e<\/strong><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/www.datacamp.com\/blog\/ai-hallucination\">AI Hallucination<\/a><\/strong>\/ <a href=\"https:\/\/github.com\/onestardao\/WFGY\">WFGY<\/a><\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLMs\uff09\u306f\u5927\u304d\u306a\u30d7\u30e9\u30b9\u306e\u5f71\u97ff\u3092\u3082\u305f\u3089\u3057\u3001\u81a8\u5927\u306a\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u307e\u3059\u304c\u3001\u6b20\u70b9\u304c\u306a\u3044\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u6642\u306b\u306f\u3001\u4e8b\u5b9f\u3068\u7570\u306a\u308b\u60c5\u5831\u3084\u7121\u610f\u5473\u306a\u5185\u5bb9\u3001\u3055\u3089\u306b\u306f\u6709\u5bb3\u306a\u60c5\u5831\u3092\u81ea\u4fe1\u3092\u6301\u3063\u3066\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3092 AI\u306e\u5e7b\u899a\uff08AI hallucinations\uff09 \u3068\u547c\u3073\u307e\u3059\u3002 AI\u5e7b\u899a\u3068\u306f\u4f55\u3067\u3059\u304b AI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3 \u3068\u306f\u3001AI\u30e2\u30c7\u30eb\u304c\u751f\u6210\u3057\u305f\u51fa\u529b\u306e\u3046\u3061\u3001\u73fe\u5b9f\u304b\u3089\u9038\u8131\u3057\u3066\u3044\u305f\u308a\u3001\u691c\u8a3c\u53ef\u80fd\u306a\u6839\u62e0\u304c\u5b58\u5728\u3057\u306a\u3044\u3082\u306e\u3092\u6307\u3059\u7528\u8a9e\u3067\u3059\u3002 \u3064\u307e\u308a\u3001\u30e2\u30c7\u30eb\u304c\u8aa4\u3063\u305f\u56de\u7b54\u3092\u51fa\u3057\u305f\u308a\u3001\u5b58\u5728\u3057\u306a\u3044\u7269\u8a9e\u3092\u4f5c\u308a\u4e0a\u3052\u305f\u308a\u3001\u7121\u610f\u5473\u306a\u5185\u5bb9\u3092\u751f\u6210\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u5e7b\u899a\u306e\u6df1\u523b\u3055\u306f\u3055\u307e\u3056\u307e\u3067\u3001\u3061\u3087\u3063\u3068\u3057\u305f\u60c5\u5831\u306e\u8aa4\u308a\u304b\u3089\u3001\u5b8c\u5168\u306b\u634f\u9020\u3055\u308c\u305f\u4e3b\u5f35\u306b\u81f3\u308b\u307e\u3067\u5e45\u304c\u3042\u308a\u307e\u3059\u3002 \u5e7b\u899a\u306f\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLMs\uff09\u3067\u3088\u304f\u8a71\u984c\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u753b\u50cf\u3084\u52d5\u753b\u3092\u751f\u6210\u3059\u308bAI\u30c4\u30fc\u30eb\u306b\u3082\u73fe\u308c\u3001\u8996\u899a\u7684\u306b\u4e0d\u5408\u7406\u3067\u3042\u3063\u305f\u308a\u3001\u6587\u8108\u7684\u306b\u4e0d\u6b63\u78ba\u306a\u7d50\u679c\u3092\u3082\u305f\u3089\u3059\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u672c\u7a3f\u3067\u306f\u8ad6\u7406\u3068\u5b9f\u969b\u306e\u4f8b\u306b\u57fa\u3065\u3044\u305f\u30c6\u30ad\u30b9\u30c8\u578bLLMs\u306b\u304a\u3051\u308bAI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059 1. AI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u4f8b \u65e7\u4e16\u4ee3\u306e\u30e2\u30c7\u30eb\u306f\u3001\u6bd4\u8f03\u7684\u5358\u7d14\u306a\u8ab2\u984c\u306b\u82e6\u52b4\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u3042\u308a\u307e\u3057\u305f\u3002\u4e00\u65b9\u3067\u3001\u6539\u826f\u304c\u52a0\u3048\u3089\u308c\u305f\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3067\u3042\u3063\u3066\u3082\u3001\u3088\u308a\u8907\u96d1\u306a\u8ab2\u984c\u306b\u304a\u3044\u3066\u554f\u984c\u304c\u751f\u3058\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002\u7279\u306b\u3001\u6570\u5024\u306b\u95a2\u308f\u308b\u8ab2\u984c\u3084\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u5341\u5206\u306b\u8868\u73fe\u3055\u308c\u3066\u3044\u306a\u3044\u7a00\u306a\u72b6\u6cc1\u3067\u306f\u305d\u306e\u50be\u5411\u304c\u9855\u8457\u3067\u3059\u3002 \u4ee5\u4e0b\u306f\u3001GPT-4.1 \u30e2\u30fc\u30c9\uff082025\u5e744\u670814\u65e5\uff09\u516c\u958b\u306b\u304a\u3051\u308b\u7d20\u6570\u306e\u554f\u984c\u306e\u4f8b\u3067\u3059\u3002 \u3053\u3053\u3067\u306f\u3001GPT-4.1\u306b\u300c1000039\u306f\u7d20\u6570\u304b\u3069\u3046\u304b\u300d\u3092\u5c0b\u306d\u307e\u3057\u305f\u3002\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u8aa4\u3063\u3066\u300c1000039\u306f\u7d20\u6570\u3067\u306f\u306a\u304f\u3001293\u30683413\u3067\u5272\u308a\u5207\u308c\u308b\u300d\u3068\u56de\u7b54\u3057\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u305d\u306e\u5f8c\u300c293\u30683413\u306e\u7a4d\u306f\u4f55\u304b\u300d\u3068\u5c0b\u306d\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u6b63\u3057\u304f1000009\u3068\u8a08\u7b97\u3057\u3001\u6700\u521d\u306e\u56de\u7b54\u3068\u77db\u76fe\u3057\u3066\u3044\u308b\u3053\u3068\u306b\u6c17\u3065\u304d\u307e\u3057\u305f\u3002\u305d\u3053\u3067\u6539\u3081\u3066\u6b63\u3057\u3044\u7b54\u3048\u3092\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002 \u307e\u305f\u3001\u5b9f\u8df5\u7684\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u6280\u8853\u30b9\u30ad\u30eb\u3092\u6e2c\u308b\u6307\u6a19\u3067\u3042\u308b SWE-bench Verified \u306e\u30c6\u30b9\u30c8\u306b\u304a\u3044\u3066\u3001GPT-4.1\u306f54.6%\u306e\u30bf\u30b9\u30af\u3092\u5b8c\u4e86\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001GPT-4o\uff082024\u5e7411\u670820\u65e5\uff09\u306e33.2%\u3068\u6bd4\u8f03\u3057\u3066\u9ad8\u3044\u6570\u5024\u3067\u3059\u3002 \u4e0a\u8a18\u306e\u8cea\u554f\u3092GPT 5\u3067\u8a66\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002 \u3059\u3050\u306b\u6b63\u3057\u3044\u7b54\u3048\u3092\u51fa\u3057\u305f\u3002 2. AI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u539f\u56e0 \u4e3b\u306b4\u3064\u306e\u8981\u56e0\u304c\u3042\u308a\u307e\u3059\u3002 \ud83d\udc49 \u8981\u7d04\uff1aAI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u4e3b\u306b \u30c7\u30fc\u30bf\uff08\u4e0d\u8db3\uff0f\u504f\u308a\uff09\u30fb\u904e\u5b66\u7fd2\u30fb\u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u5236\u7d04\u30fb\u751f\u6210\u624b\u6cd5 \u306b\u8d77\u56e0\u3059\u308b\u3002 3. AI\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u8efd\u6e1b\u65b9\u6cd5 3.1. \u7406\u8ad6\u7684\u30a2\u30d7\u30ed\u30fc\u30c1 3.2. \u5b9f\u8df5\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\uff0b\u4f8b 3.2.1. \u30e1\u30f3\u30b7\u30e7\u30f3\u306e\u6d3b\u7528\uff08\u6587\u8108\u8ffd\u52a0\u30fb\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u4ed8\u4e0e\uff09 \u7d20\u6570\u30c1\u30a7\u30c3\u30af\u3092\u8ffd\u52a0\u3059\u308b \u2192 GPT-4.1 \u30e2\u30fc\u30c9\u3067\u6b63\u3057\u3044\u7d50\u679c\u304c\u5f97\u3089\u308c\u307e\u3059\u3002 3.2.2.\u6700\u9069\u5316\u30d7\u30ed\u30f3\u30d7\u30c8 GPT-4.1 \u30e2\u30fc\u30c9\u3067\u306f\u3001\u6700\u521d\u306e\u8a66\u884c\u304b\u3089\u6b63\u3057\u3044\u7d50\u679c\u3092\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002 \u69cb\u6210\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8 + \u5b9f\u969b\u306e\u57fa\u6e96\u306b\u57fa\u3065\u304f + \u6ce8\u76ee\u3057\u3066\u3044\u308b\u8ab2\u984c 3.2.3. 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