{"id":9848,"date":"2026-09-30T11:51:24","date_gmt":"2026-09-30T02:51:24","guid":{"rendered":"https:\/\/since2020.jp\/media\/?p=9848"},"modified":"2026-09-30T11:51:25","modified_gmt":"2026-09-30T02:51:25","slug":"llms-hallucination","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/llms-hallucination\/","title":{"rendered":"LLM\u306f\u306a\u305c\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u5618\u3092\u3064\u304f\u306e\u304b\u2015 \u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u4ed5\u7d44\u307f\u3068\u5bfe\u7b56"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">1. LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u304c\u5f15\u304d\u8d77\u3053\u3059\u4e8c\u3064\u306e\u300c\u9593\u9055\u3044\u300d<\/h2>\n\n\n\n<p>LLM\u306f\u3042\u308b\u7a0b\u5ea6\u81ea\u7136\u306a\u6587\u7ae0\u3092\u66f8\u3051\u308b\u3088\u3046\u306b\u9032\u5316\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u305d\u306e\u4e00\u65b9\u3001\u5b58\u5728\u3057\u306a\u3044\u4e8b\u5b9f\u3092\u305d\u308c\u3089\u3057\u304f\u8a9e\u3063\u305f\u308a\u3001\u3053\u3061\u3089\u306e\u6307\u793a\u3092\u7121\u8996\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u8d77\u3053\u308a\u5f97\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u4e8c\u3064\u306e\u4f8b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f8bA\uff1a\u4e8b\u5b9f\u306e\u8aa4\u308a\uff1b\u5b9f\u5728\u3057\u306a\u3044\u60c5\u5831\u3084\u7d50\u679c\u3092\u672c\u7269\u3089\u3057\u304f\u51fa\u529b\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u4f8bB\uff1a\u6587\u8108\u306e\u7121\u8996\uff1b\u4e0e\u3048\u305f\u6307\u793a\u304c\u4f1d\u308f\u3089\u305a\u3001\u8aa4\u3063\u305f\u5f62\u5f0f\u3067\u51fa\u529b\u3059\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3044\u305a\u308c\u3082\u4e00\u822c\u7684\u306b\u300c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3068\u3044\u3048\u3070\u3001\u300d\u3068\u3044\u3046\u5177\u4f53\u7684\u306a\u4f8b\u306b\u5f53\u305f\u308a\u307e\u3059\u304c\u3001\u7814\u7a76\u3067\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u533a\u5225\u3092\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7a2e\u985e<\/th><th>\u3069\u306e\u90e8\u5206\u304c\u98df\u3044\u9055\u3046\u306e\u304b<\/th><\/tr><\/thead><tbody><tr><td>factuality\uff08\u4e8b\u5b9f\u6027\uff09\u306e\u554f\u984c<\/td><td>\u4e16\u306e\u4e2d\u306e\u4e8b\u5b9f<\/td><\/tr><tr><td>faithfulness\uff08\u5fe0\u5b9f\u6027\uff09\u306e\u554f\u984c<\/td><td>\u4e0e\u3048\u3089\u308c\u305f\u6587\u8108\u30fb\u6307\u793a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u4ee5\u4e0a\u306e\u4e8c\u3064\u306b\u3064\u3044\u3066\u3001\u539f\u56e0\u3068\u5bfe\u7b56\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. LLM\u306e\u57fa\u672c\u539f\u7406<\/h2>\n\n\n\n<p class=\"has-text-align-left\">\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u539f\u56e0\u3092\u7406\u89e3\u3059\u308b\u524d\u63d0\u3068\u3057\u3066\u3001\u307e\u305a\u306fLLM\u304c\u3069\u306e\u3088\u3046\u306b\u51fa\u529b\u3092\u884c\u3063\u3066\u3044\u308b\u306e\u304b\u3092\u8aac\u660e\u3057\u307e\u3059\u3002LLM\u306f\u4e0e\u3048\u3089\u308c\u305f\u6587\u8108\u304b\u3089\u6b21\u306b\u6765\u308btoken\uff08\u5358\u8a9e\u3084\u7bc0\u306e\u30a4\u30e1\u30fc\u30b8\uff09\u306e\u78ba\u7387\u5206\u5e03\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u3067\u51fa\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5bfe\u3059\u308b<strong>\u7b54\u3048\u5168\u4f53<\/strong>\u3092\u691c\u7d22\u3084\u4e88\u6e2c\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center\"><br><math data-latex=\"P(x_t \\lvert x_1, x_2, \\cdots, x_{t-1})\"><semantics><mrow><mi>P<\/mi><mo form=\"prefix\" stretchy=\"false\">(<\/mo><msub><mi>x<\/mi><mi>t<\/mi><\/msub><mo form=\"prefix\" stretchy=\"false\">|<\/mo><msub><mi>x<\/mi><mn>1<\/mn><\/msub><mo separator=\"true\">,<\/mo><msub><mi>x<\/mi><mn>2<\/mn><\/msub><mo separator=\"true\">,<\/mo><mo>\u22ef<\/mo><mspace width=\"0.1667em\"><\/mspace><mo separator=\"true\">,<\/mo><msub><mi>x<\/mi><mrow><mi>t<\/mi><mo>\u2212<\/mo><mn>1<\/mn><\/mrow><\/msub><mo form=\"postfix\" stretchy=\"false\">)<\/mo><\/mrow><annotation encoding=\"application\/x-tex\">P(x_t \\lvert x_1, x_2, \\cdots, x_{t-1})<\/annotation><\/semantics><\/math><\/p>\n\n\n\n<p>\u305d\u308c\u307e\u3067\u306e\u6587\u8108\uff08<math data-latex=\"x_1, x_2, \\cdots, x_{t-1}\"><semantics><mrow><msub><mi>x<\/mi><mn>1<\/mn><\/msub><mo separator=\"true\">,<\/mo><msub><mi>x<\/mi><mn>2<\/mn><\/msub><mo separator=\"true\">,<\/mo><mo>\u22ef<\/mo><mspace width=\"0.1667em\"><\/mspace><mo separator=\"true\">,<\/mo><msub><mi>x<\/mi><mrow><mi>t<\/mi><mo>\u2212<\/mo><mn>1<\/mn><\/mrow><\/msub><\/mrow><annotation encoding=\"application\/x-tex\">x_1, x_2, \\cdots, x_{t-1}<\/annotation><\/semantics><\/math>\uff09\u3092\u3082\u3068\u306b<strong>\u6b21\u306b\u3069\u306etoken\u304c\u6765\u308b\u306e\u304c\u6700\u3082\u3089\u3057\u3044\u304b<\/strong>\u3092\u4e88\u6e2c\u3057\u3001\u3053\u308c\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3067\u6587\u7ae0\u304c\u4f5c\u3089\u308c\u307e\u3059\u3002\u3053\u306e\u6027\u8cea\u306fLLM\u306e\u9ad8\u5ea6\u306a\u6587\u7ae0\u751f\u6210\u80fd\u529b\u3092\u751f\u307f\u51fa\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u51fa\u529b\u304c\u78ba\u7387\u7684\u3067\u3042\u308b\u3053\u3068\u306b\u554f\u984c\u304c\u3042\u308a\u307e\u3059\u3002<strong>\u6c7a\u5b9a\u8ad6\u7684<\/strong>\u3068\u306f\u7c21\u5358\u306b\u4efb\u610f\u306e\u6570\u540c\u3058\u8a66\u884c\u3092\u7e70\u308a\u8fd4\u3057\u3066\u3082\u540c\u4e00\u306e\u51fa\u529b\u304c\u5f97\u3089\u308c\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u304c\u3001LLM\u306e\u51fa\u529b\u306f\u305d\u306e\u51fa\u529b\u306e\u6027\u8cea\u4e0a<strong>\u975e\u6c7a\u5b9a\u8ad6\u7684<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u539f\u56e0\uff11\uff08factuality\u306e\u554f\u984c\uff09<\/h2>\n\n\n\n<p>\u524d\u7bc0\u3067LLM\u306f\u6700\u3082\u3089\u3057\u3044\u60c5\u5831\u3092\u51fa\u529b\u3059\u308b\u3068\u8aac\u660e\u3057\u307e\u3057\u305f\u304c\u3001<strong>\u300c\u6700\u3082\u3089\u3057\u3044\u300d\u3053\u3068\u3068\u300c\u6b63\u3057\u3044\u300d\u3053\u3068\u3092\u533a\u5225<\/strong>\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4eba\u9593\u304c\u8a00\u8449\u3092\u767a\u3059\u308b\u6642\u300c\u308f\u304b\u3089\u306a\u3044\u300d\u3068\u8a00\u3048\u3070\u6e08\u3080\u8a71\u3067\u3059\u304c\u3001LLM\u306f\u300c\u308f\u304b\u3089\u306a\u3044\u300d\u3068\u8a00\u308f\u305a\u306b\u56de\u7b54\u3092\u751f\u6210\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u305d\u306e\u7406\u7531\u306b\u3064\u3044\u3066\u306f\u4ee5\u4e0b\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u77e5\u8b58\u4e0d\u8db3\uff1a\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u307b\u3068\u3093\u3069\u542b\u307e\u308c\u306a\u3044\u4e8b\u5b9f\uff08\u4eba\u7269\u3084\u8ad6\u6587\u306e\u7d30\u304b\u3044\u60c5\u5831\uff09\u3092\u6b63\u78ba\u306b\u899a\u3048\u3066\u3044\u306a\u3044\u3002<\/li>\n\n\n\n<li>\u5b66\u7fd2\u3084\u8a55\u4fa1\u304c<strong>\u56de\u7b54\u306e\u7cbe\u5ea6<\/strong>\u3092\u8a55\u4fa1\u3059\u308b\u8a2d\u8a08\u306b\u306a\u3063\u3066\u3044\u308b\uff1a\u300c\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u51fa\u529b\u3055\u305b\u308b\u3088\u308a\u3001LLM\u306e\u63a8\u8ad6\u304c\u5f53\u305f\u308b\u53ef\u80fd\u6027\u306b\u8ced\u3051\u308b\u65b9\u304c\u8a55\u4fa1\u3055\u308c\u3084\u3059\u3044\u3002\uff08[1]\uff09<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u539f\u56e0\uff12\uff08faithfulness\u306e\u554f\u984c\uff09<\/h2>\n\n\n\n<p>LLM\u304c\u51fa\u529b\u3092\u884c\u3046\u969b\u306b\u3001\u904e\u53bb\u306e\u6587\u8108\u304b\u3089\u6b21\u306etoken\u3092\u4e88\u6e2c\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u8a71\u3092\u601d\u3044\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002LLM\u3068\u5927\u91cf\u306e\u3084\u308a\u53d6\u308a\u3092\u3057\u3066\u3044\u308b\u3046\u3061\u306b\u3001\u904e\u53bb\u306e\u60c5\u5831\u304c\u3069\u3093\u3069\u3093\u57cb\u3082\u308c\u3066\u3044\u304d\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u6b63\u78ba\u306a\u60c5\u5831\u3092\u51fa\u529b\u3059\u308b\u306e\u306b\u5927\u5207\u306a\u60c5\u5831\u307e\u3067\u5931\u308f\u308c\u3066\u3044\u304f\u3001\u53c2\u7167\u3067\u304d\u306a\u304f\u306a\u3063\u3066\u3044\u304f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u201dLost in the Middle: How Language Models Use Long Contexts\u201d<\/strong> \u3068\u3044\u3046\u8ad6\u6587\u306b\u304a\u3044\u3066\u306f\u3001AI\u306e\u51fa\u529b\u306b\u7528\u3044\u3089\u308c\u308b\u60c5\u5831\u3068\u3057\u3066\u3001\u4e2d\u9593\u4ed8\u8fd1\u306e\u60c5\u5831\u304c\u3068\u308a\u308f\u3051\u4f7f\u308f\u308c\u306b\u304f\u3044\u3053\u3068\u304c\u793a\u5506\u3055\u308c\u3066\u3044\u307e\u3059\u3002\uff08[2]\uff09\u6700\u8fd1\u306e\u30e2\u30c7\u30eb\u3067\u306f\u6539\u5584\u50be\u5411\u306b\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u306e\u4e2d\u306e\u60c5\u5831\u3092\u5168\u3066\u7b49\u4fa1\u306b\u6271\u3063\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306f\u5177\u4f53\u7684\u306aLLM\uff08Claude; sonnet-5\uff09\u306e\u4f7f\u7528Context\u91cf\u3092\u78ba\u8a8d\u3067\u304d\u308b\u753b\u9762\u3067\u3059\u3002\u4f5c\u696d\u4e2d\u306b\u4f7f\u7528\u3057\u305fContext\u91cf\u3092\u90fd\u5ea6\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"852\" height=\"674\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/09\/image-31.png\" alt=\"\" class=\"wp-image-9849\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/09\/image-31.png 852w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/09\/image-31-300x237.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/09\/image-31-768x608.png 768w\" sizes=\"(max-width: 852px) 100vw, 852px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\">(\u56f3\uff11: Context\u4f7f\u7528\u91cf\u306e\u78ba\u8a8d\u753b\u9762)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u5bfe\u7b56<\/h2>\n\n\n\n<p>\u6700\u5f8c\u306b\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u539f\u56e0\u3054\u3068\u306e\u5bfe\u7b56\u3092\u8aac\u660e\u3057\u307e\u3059\u3002\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306f\u5b8c\u5168\u306b\u7121\u304f\u3059\u3053\u3068\u306f\u96e3\u3057\u3044\u3082\u306e\u306e\u3001\u767a\u751f\u3057\u306b\u304f\u304f\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u539f\u56e0<\/th><th>\u4e3b\u306a\u5bfe\u7b56<\/th><th>\u6ce8\u610f\u70b9\u30fb\u5099\u8003<\/th><\/tr><\/thead><tbody><tr><td>factuality\uff08\u4e8b\u5b9f\u6027\uff09\u306e\u554f\u984c<\/td><td>\u5916\u90e8\u60c5\u5831\u3092\u4f7f\u3046(Web\u691c\u7d22\u3001RAG\u3001\u30c4\u30fc\u30eb\u5229\u7528)<\/td><td>RAG\u3067\u3082\u3001\u53d6\u5f97\u6587\u66f8\u306e\u8aa4\u8981\u7d04\u3084\u7121\u95a2\u4fc2\u306a\u6587\u66f8\u306b\u5f15\u304d\u305a\u3089\u308c\u308b\u8aa4\u308a\u306f\u8d77\u3053\u308b\u3002<\/td><\/tr><tr><td>factuality\uff08\u4e8b\u5b9f\u6027\uff09\u306e\u554f\u984c<\/td><td>\u5206\u304b\u3089\u306a\u3044\u5834\u5408\u306f\u63a8\u6e2c\u3057\u306a\u3044\u3088\u3046\u6307\u793a\u3059\u308b<\/td><td>\u30e2\u30c7\u30eb\u306f\u51fa\u529b\u306e\u78ba\u4fe1\u5ea6\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3067\u304d\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u52b9\u679c\u306b\u306f\u9650\u754c\u304c\u3042\u308b\u3002<\/td><\/tr><tr><td>faithfulness\uff08\u5fe0\u5b9f\u6027\uff09\u306e\u554f\u984c<\/td><td>\u5fc5\u8981\u306a\u60c5\u5831\u3060\u3051\u3092\u4e0e\u3048\u308b\u3002<\/td><td>\u7121\u95a2\u4fc2\u306a\u60c5\u5831\u304c\u591a\u3044\u307b\u3069\u3001\u5fc5\u8981\u306a\u60c5\u5831\u304c\u57cb\u3082\u308c\u3084\u3059\u3044\u3002<\/td><\/tr><tr><td>faithfulness\uff08\u5fe0\u5b9f\u6027\uff09\u306e\u554f\u984c<\/td><td>\u91cd\u8981\u306a\u6307\u793a\u306f\u5192\u982d\u304b\u672b\u5c3e\u306b\u7f6e\u304f<\/td><td>Lost in the Middle \u3078\u306e\u5b9f\u7528\u7684\u306a\u5bfe\u5fdc\u3002<\/td><\/tr><tr><td>faithfulness\uff08\u5fe0\u5b9f\u6027\uff09\u306e\u554f\u984c<\/td><td>\u9577\u3044\u4f1a\u8a71\u3067\u306f\u3001\u6c7a\u5b9a\u4e8b\u9805\u3084\u524d\u63d0\u6761\u4ef6\u3092\u8981\u7d04\u3057\u3066\u304b\u3089\u7d9a\u3051\u308b<\/td><td>Codex\u3084Claude Code\u306b\u304a\u3044\u3066\u306f\/compact\u3092\u6d3b\u7528\u3059\u308b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">6. \u307e\u3068\u3081<\/h2>\n\n\n\n<p>LLM\u306f\u3001\u904e\u53bb\u306e\u6587\u8108\u3092\u3082\u3068\u306b\u6b21\u306e\u60c5\u5831\u3092\u751f\u6210\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u300c<strong>\u6700\u3082\u3089\u3057\u3044<\/strong>\u300dLLM\u306e\u56de\u7b54\u3068\u300c<strong>\u6b63\u3057\u3044<\/strong>\u300d\u4e8b\u5b9f\u3068\u306e\u9593\u306b\u306f\u5c11\u306a\u304b\u3089\u305a\u30ba\u30ec\u304c\u751f\u3058\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u4f1a\u8a71\u3092\u91cd\u306d\u308b\u3054\u3068\u306b\u60c5\u5831\u304c\u84c4\u7a4d\u3057\u3001\u904e\u53bb\u306e\u5927\u5207\u306a\u60c5\u5831\u3092\u53c2\u7167\u3057\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002\u4ee5\u4e0a\u306e\u3053\u3068\u304c\u539f\u56e0\u3067\u8d77\u3053\u308b\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u304c\u3001\u539f\u56e0\u3054\u3068\u306b\u5bfe\u7b56\u3092\u8b1b\u3058\u308b\u306e\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u53c2\u8003\u6587\u732e<\/h3>\n\n\n\n<p>[1]: Adam Tauman Kalai (OpenAI), Ofir Nachum (OpenAI), Santosh S. Vempala (OpenAI), Edwin Zhang (OpenAI), \u201cWhy Language Models Hallucinate\u201d, September 4, 2025, <a href=\"https:\/\/arxiv.org\/pdf\/2509.04664\">https:\/\/arxiv.org\/pdf\/2509.04664<\/a><\/p>\n\n\n\n<p>[2]: Nelson F.Liu (Stanford University), Kevin Lin (University of California, Berkeley), John Hewitt (Stanford University), Ashwin Paranjape (Samaya AI), Michele Bevilacqua (Samaya AI), Fabio Petroni (Samaya AI), Percy Liang (Stanford University), \u201cLost in the Middle: How Language Model Use Long Contexts\u201d, November 20, 2023, <a href=\"https:\/\/arxiv.org\/pdf\/2307.03172\">https:\/\/arxiv.org\/pdf\/2307.03172<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u304c\u5f15\u304d\u8d77\u3053\u3059\u4e8c\u3064\u306e\u300c\u9593\u9055\u3044\u300d LLM\u306f\u3042\u308b\u7a0b\u5ea6\u81ea\u7136\u306a\u6587\u7ae0\u3092\u66f8\u3051\u308b\u3088\u3046\u306b\u9032\u5316\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u305d\u306e\u4e00\u65b9\u3001\u5b58\u5728\u3057\u306a\u3044\u4e8b\u5b9f\u3092\u305d\u308c\u3089\u3057\u304f\u8a9e\u3063\u305f\u308a\u3001\u3053\u3061\u3089\u306e\u6307\u793a\u3092\u7121\u8996\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u8d77\u3053\u308a\u5f97\u307e\u3059\u3002\u4ee5\u4e0b\u306e [&hellip;]<\/p>\n","protected":false},"author":100,"featured_media":9852,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1249],"tags":[96,448,984,564],"class_list":["post-9848","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge","tag-ai","tag-chat-gpt","tag-claude","tag-llm"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/9848","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/100"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=9848"}],"version-history":[{"count":1,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/9848\/revisions"}],"predecessor-version":[{"id":9850,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/9848\/revisions\/9850"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/9852"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=9848"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=9848"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=9848"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}