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href=\"https:\/\/joisino.hatenablog.com\/entry\/kimoi\">LLM\u306e\u30ad\u30e2\u3044\u7b97\u8853 &#8211; \uff7c\uff9e\uff6e\uff72\uff7c\uff9e\uff6e\uff72\uff7c\uff9e\uff6e\uff72<\/a>\uff09\u3001\u3053\u306e\u8ab2\u984c\u70b9\u304c\u6839\u5f37\u3044\u3053\u3068\u304c\u793a\u3055\u308c\u305f\u683c\u597d\u3067\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001\u50d5\u500b\u4eba\u3068\u3057\u3066\u306f\u30c0\u30a4\u30ec\u30af\u30c8\u306b\u300cLLM\/\u751f\u6210AI\u306b<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%B5%A2%C7%BC\">\u5e30\u7d0d<\/a>\u7684\u63a8\u8ad6\u3060\u3051\u3067\u306a\u304f\u6f14\u7e79\u7684\u63a8\u8ad6\u3092\u3059\u308b\u80fd\u529b\u3092\u4e0e\u3048\u3088\u3046\u3068\u3044\u3046\u53d6\u308a\u7d44\u307f\u306f\u306a\u3044\u3082\u306e\u304b\u300d\u3068\u8003\u3048\u3066\u3001\u8272\u3005\u3068\u8abf\u3079\u3066\u307f\u305f\u306e\u3067\u3057\u305f\u3002\u305d\u308c\u304c\u3053\u3061\u3089\u306e2024\u5e74\u306b\u516c\u958b\u3055\u308c\u305f\u8ad6\u6587\uff08ACL2025\u306b\u63a1\u629e\uff09\u3067\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Farxiv.org%2Fabs%2F2410.02892v1\" title=\"The Role of Deductive and Inductive Reasoning in Large Language Models\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><\/p>\n<p>&#8220;The Role of Deductive and Inductive Reasoning in Large Language Models&#8221;\u3068\u30bf\u30a4\u30c8\u30eb\u306f\u5927\u96d1\u628a\u3067\u3059\u304c\u3001LLM\u306b<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%B5%A2%C7%BC\">\u5e30\u7d0d<\/a>\u7684\u63a8\u8ad6\u3060\u3051\u3067\u306a\u304f\u7a4d\u6975\u7684\u306b\u6f14\u7e79\u7684\u63a8\u8ad6\u3092\u3055\u305b\u3088\u3046\u3068\u3057\u305f\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002\u305d\u306e\u5185\u5bb9\u304c\u7d50\u69cb\u9762\u767d\u304b\u3063\u305f\u306e\u3067\u3001\u4eca\u56de\u306e\u8a18\u4e8b\u3067\u306f\u3053\u3061\u3089\u306e\u8ad6\u6587\u3092\u7d39\u4ecb\u3057\u3066\u307f\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<div class=\"section\">\n<h3 id=\"\u554f\u984c\u63d0\u8d77\u5e30\u7d0d\u7684\u63a8\u8ad6\u3057\u304b\u51fa\u6765\u306a\u3044LLM\u306f\u6f14\u7e79\u7684\u63a8\u8ad6\u3055\u3048\u51fa\u6765\u308c\u3070\u5bb9\u6613\u306a\u8ab2\u984c\u3092\u9593\u9055\u3048\u3066\u3057\u307e\u3046\">\u554f\u984c\u63d0\u8d77\uff1a<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%B5%A2%C7%BC\">\u5e30\u7d0d<\/a>\u7684\u63a8\u8ad6\u3057\u304b\u51fa\u6765\u306a\u3044LLM\u306f\u6f14\u7e79\u7684\u63a8\u8ad6\u3055\u3048\u51fa\u6765\u308c\u3070\u5bb9\u6613\u306a\u8ab2\u984c\u3092\u9593\u9055\u3048\u3066\u3057\u307e\u3046<\/h3>\n<p>\u672c\u8ad6\u6587\u306eIntroduction\u306b\u304a\u3051\u308b\u554f\u984c\u63d0\u8d77\u306f\u660e\u5feb\u3067\u3001LLM\u304c\u4e0a\u63b2\u8ad6\u6587\u3067\u3082\u6307\u6458\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u306a<a target=\"_blank\" href=\"#f-1aa0af8e\" id=\"fn-1aa0af8e\" name=\"fn-1aa0af8e\" title=\"\u305f\u3060\u3057\u3069\u3061\u3089\u3082\u672c\u8ad6\u6587\u767a\u8868\u306e\u5f8c\u306e\u3082\u306e\u3067\u3042\u308b\u70b9\u306b\u7559\u610f\">*1<\/a>\u300c\u3069\u308c\u307b\u3069\u8907\u96d1\u306a\u8ab2\u984c\u3067\u3082\u4e8b\u524d\u5b66\u7fd2\u3055\u308c\u3066\u3044\u308c\u3070\u89e3\u3051\u308b\u304c\u3001\u3069\u308c\u307b\u3069\u7c21\u5358\u306a\u8ab2\u984c\u3067\u3042\u3063\u3066\u3082\u4e8b\u524d\u5b66\u7fd2\u6b21\u7b2c\u3067\u306f\u89e3\u3051\u306a\u3044\u3053\u3068\u304c\u3042\u308b\u300d\u70b9\u3078\u306e\u6539\u5584\u3092\u63d0\u6848\u3057\u3088\u3046\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u7279\u306b\u3001\u672c\u8ad6\u6587\u3067\u306f\u73fe\u5728\u306eLLM\u306e\u9650\u754c\u70b9\u306b\u3064\u3044\u3066\u300c\u8a13\u7df4\u4e2d\u306b\u5b66\u7fd2\u3057\u305f\u9759\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u69cb\u9020\u3068\u30d1\u30bf\u30fc\u30f3\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3053\u3068\u300d\u3068\u6307\u6458\u3057\u3001\u300c\u3053\u308c\u304c\u65b0\u3057\u3044\u72b6\u6cc1\u3084\u9032\u5316\u3059\u308b\u72b6\u6cc1\u3078\u306e\u9069\u5fdc\u6027\u3092\u5236\u9650\u3057\u3066\u3044\u308b\u300d\u3068\u306f\u3063\u304d\u308a\u3068\u8ff0\u3079\u3066\u3044\u307e\u3059\u3002\u305d\u3057\u3066\u91cd\u8981\u306a\u70b9\u3068\u3057\u3066\u3001\u305d\u3046\u3044\u3063\u305f\u67d4\u8edf\u6027\u306e\u7121\u3055\u304c\u53cd\u5fa9\u7684\u304b\u3064\u9069\u5fdc\u7684\u306a\u5178\u578b\u7684\u306a\u30d2\u30c8\u306e\u554f\u984c\u89e3\u6c7a\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u306f\u5bfe\u7167\u7684\u3060\u3068\u6307\u6458\u3057\u3066\u3044\u307e\u3059\u3002\u5373\u3061\u300c\u30d2\u30c8\u306f<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%B5%A2%C7%BC\">\u5e30\u7d0d<\/a>\u7684\u63a8\u8ad6\u3092\u7528\u3044\u3066\u7279\u5b9a\u306e\u4e8b\u4f8b\u304b\u3089\u4e00\u822c\u7684\u306a\u898f\u5247\u3092\u5c0e\u304d\u51fa\u3057\u3001\u305d\u306e\u5f8c\u3001\u6f14\u7e79\u7684\u63a8\u8ad6\u3092\u65b0\u305f\u306a\u72b6\u6cc1\u306b\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u8ab2\u984c\u306e\u8907\u96d1\u3055\u306b\u5fdc\u3058\u3066\u52d5\u7684\u306a\u6226\u7565\u8abf\u6574\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u308b\u300d\u3002\u3053\u308c\u306b\u5bfe\u3057\u3066\u300cLLM\u306f\u63a8\u8ad6\u306b\u304a\u3044\u3066\u3053\u306e\u30ec\u30d9\u30eb\u306e\u67d4\u8edf\u6027\u3092\u6b20\u3044\u3066\u304a\u308a\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u30b7\u30ca\u30ea\u30aa\u3078\u306e\u4e00\u822c\u5316\u3068\u9069\u5fdc\u80fd\u529b\u304c\u5236\u9650\u3055\u308c\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u554f\u984c\u70b9\u306b\u5bfe\u3057\u3066\u306f\u65e2\u306b\u69d8\u3005\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u3063\u3066\u89e3\u6c7a\u304c\u8a66\u307f\u3089\u308c\u3066\u304d\u3066\u3044\u307e\u3059\u304c\u3001\u5927\u5e45\u306a\u57fa\u76e4\u30e2\u30c7\u30eb\u306e\u6539\u4fee\u3084\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u8ffd\u52a0\u304c\u5fc5\u8981\u306b\u306a\u308b\u3082\u306e\u304c\u591a\u304b\u3063\u305f\u3068\u6307\u6458\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u672c\u8ad6\u6587\u3067\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u69cb\u7bc9<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%D5%A5%EC%A1%BC%A5%E0%A5%EF%A1%BC%A5%AF\">\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/a>\u5185\u306b<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%B5%A2%C7%BC\">\u5e30\u7d0d<\/a>\u7684\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u3068\u6f14\u7e79\u7684\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u306e\u4e8c\u8005\u3092\u7d71\u5408\u3059\u308b\u3001\u3064\u307e\u308a\u30d7\u30ed\u30f3\u30d7\u30c8\u81ea\u4f53\u3092\u4e8b\u524d\u306b\u5b9a\u3081\u3089\u308c\u305f<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%A2%A5%EB%A5%B4%A5%EA%A5%BA%A5%E0\">\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/a>\u306b\u5f93\u3063\u3066<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%B5%A2%C7%BC\">\u5e30\u7d0d<\/a>\u3068\u6f14\u7e79\u3068\u306b\u591a\u6bb5\u968e\u306b\u5206\u5272\u3057\u3066\u5165\u529b\u3055\u305b\u308b\u3001\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u6848\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306a\u3089\u57fa\u76e4\u30e2\u30c7\u30eb\u81ea\u4f53\u306b\u306f\u624b\u3092\u5165\u308c\u308b\u5fc5\u8981\u304c\u306a\u304f\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3082\u56fa\u5b9a\u3057\u305f\u307e\u307e\u3067\u4f7f\u3048\u308b\u3001\u3068\u3044\u3046\u308f\u3051\u3067\u3059\u3002<\/p>\n<\/div>\n<div class=\"section\">\n<h3 id=\"\u30a2\u30d7\u30ed\u30fc\u30c1\u9069\u5207\u306a\u8ad6\u7406\u30d1\u30ba\u30eb\u3092\u7528\u610f\u3057\u305f\u4e0a\u3067\u5e30\u7d0d\u6f14\u7e79\u5e30\u7d0d\u6f14\u7e79\u3068\u8a98\u5c0e\u3059\u308b\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9DID-Deductive-and-InDuctive-method\u3092\u591a\u6bb5\u968e\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u4e0e\u3048\u308b\">\u30a2\u30d7\u30ed\u30fc\u30c1\uff1a\u9069\u5207\u306a\u8ad6\u7406\u30d1\u30ba\u30eb\u3092\u7528\u610f\u3057\u305f\u4e0a\u3067\u300c<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%B5%A2%C7%BC\">\u5e30\u7d0d<\/a>\u2192\u6f14\u7e79\u2192<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%B5%A2%C7%BC\">\u5e30\u7d0d<\/a>\u2192\u6f14\u7e79\u2026\u2026\u300d\u3068\u8a98\u5c0e\u3059\u308b\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u3001DID (Deductive and InDuctive method)\u3092\u591a\u6bb5\u968e\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u4e0e\u3048\u308b<\/h3>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TJO\/20251203\/20251203105655.png\" width=\"1200\" height=\"792\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u672c\u8ad6\u6587\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u6539\u3081\u3066Figure 2\u306b\u307e\u3068\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u8981\u306f\u300c<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%B5%A2%C7%BC\">\u5e30\u7d0d<\/a>\u2192\u6f14\u7e79\u2192<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%B5%A2%C7%BC\">\u5e30\u7d0d<\/a>\u2192\u6f14\u7e79\u2026\u2026\u300d\u3068\u8a98\u5c0e\u3059\u308b\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u3092\u591a\u6bb5\u968e\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5206\u5272\u3057\u3066LLM\u306b\u4e0e\u3048\u308b\u3068\u3044\u3046\u3082\u306e\u3067\u3001DID (Deductive and InDuctive method)\u3068\u547c\u79f0\u3055\u308c\u3066\u3044\u307e\u3059<a target=\"_blank\" href=\"#f-8098aa0b\" id=\"fn-8098aa0b\" name=\"fn-8098aa0b\" title=\"\u56e0\u679c\u63a8\u8ad6\u306eDID (Difference in Differences)\u3068\u7d1b\u3089\u308f\u3057\u3044\u3093\u3067\u3059\u304c\u304c\u304c\">*2<\/a>\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TJO\/20251204\/20251204144352.png\" width=\"468\" height=\"757\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u8a73\u7d30\u306a<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%A2%A5%EB%A5%B4%A5%EA%A5%BA%A5%E0\">\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/a>\u306f\u3053\u3061\u3089\u3002\u7d30\u304b\u3044\u8aac\u660e\u304cMethods\u30bb\u30af\u30b7\u30e7\u30f3\u306b\u3042\u308a\u307e\u3059\u304c\u3001\u8981\u7d04\u3059\u308b\u3068\u300c\u305d\u306e\u554f\u984c\u304c\u6301\u3064\u672c\u8cea\u7684\u306a\u8907\u96d1\u3055\u300d<a target=\"_blank\" href=\"#f-170ff16f\" id=\"fn-170ff16f\" name=\"fn-170ff16f\" title=\"Littlestone dimension\u3068\u3044\u3046\u305d\u3046\u3067\u300c\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u6c7a\u5b9a\u6728\u306e\u6700\u5c0f\u306e\u6df1\u3055\u300d\u300c\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u610f\u601d\u6c7a\u5b9a\u30dd\u30a4\u30f3\u30c8\u306e\u6570\u300d\u3067\u5b9a\u7fa9\u3055\u308c\u308b\u3089\u3057\u3044\">*3<\/a>\u3068\u300c\u554f\u984c\u306e\u6761\u4ef6\u3068\u3057\u3066\u4e0e\u3048\u3089\u308c\u308b\u6570\u5024\u306a\u3069\u306e\u7279\u5fb4\u306b\u7531\u6765\u3059\u308b\u8907\u96d1\u3055\u300d\u300c\u554f\u984c\u306e\u898f\u6a21\u300d\u3068\u3044\u3063\u305f\u8981\u7d20\u3092\u3082\u3068\u306b\u554f\u984c\u306e\u8907\u96d1\u3055\u3092\u8a55\u4fa1\u3057\u3001\u305d\u306e\u4e0a\u3067\u554f\u984c\u3092\u300c<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%B5%A2%C7%BC\">\u5e30\u7d0d<\/a>\u300d\u300c\u6f14\u7e79\u300d\u306e\u5404\u30d1\u30fc\u30c8\u306b\u78ba\u5b9f\u306b\u89e3\u6c7a\u53ef\u80fd\u306a\u30ec\u30d9\u30eb\u306b\u307e\u3067\u7d30\u304b\u304f\u5206\u89e3\u3057\u3066\u3044\u304d\u3001\u6700\u7d42\u7684\u306b\u554f\u984c\u5168\u4f53\u3092\u89e3\u6c7a\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3001\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u6027\u80fd\u8a55\u4fa1\u306b\u7528\u3044\u3089\u308c\u305f\u306e\u306f\u3001Alice Problem, MR-GSM8K, Holiday Puzzle\u306e3\u8ab2\u984c\u30ab\u30c6\u30b4\u30ea\u3002Alice Problem\u306f\u5148\u884c\u7814\u7a76<a target=\"_blank\" href=\"#f-5e8099b4\" id=\"fn-5e8099b4\" name=\"fn-5e8099b4\" title=\"[https:\/\/arxiv.org\/abs\/2406.02061:title]\">*4<\/a>\u3067\u793a\u3055\u308c\u305fLLM\u306b\u3068\u3063\u3066\u306e\u56f0\u96e3\u8ab2\u984c\u306e\u4e00\u3064\u3067\u300c\u30a2\u30ea\u30b9\u306b\u306fN\u4eba\u306e\u5144\u5f1f\u304c\u3044\u3066\u5f7c\u5973\u306b\u306fM\u4eba\u306e\u59c9\u59b9\u304c\u3044\u308b\u3001\u30a2\u30ea\u30b9\u306e\u5144\u5f1f\u304b\u3089\u898b\u3066\u59c9\u59b9\u306f\u4f55\u4eba\u3044\u308b\u304b\uff1f\u300d\u3068\u3044\u3046\u30d2\u30c8\u304b\u3089\u306f\u6975\u3081\u3066\u5bb9\u6613\u306b\u898b\u3048\u308b\u306e\u306bLLM\u304c\u9593\u9055\u3048\u3084\u3059\u3044\u8ab2\u984c\u3067\u3059\u3002MR-GSM8K\u306f\u5e83\u304f\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u30e1\u30bf\u63a8\u8ad6<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%D9%A5%F3%A5%C1%A5%DE%A1%BC%A5%AF\">\u30d9\u30f3\u30c1\u30de\u30fc\u30af<\/a>\u3067\u3059<a target=\"_blank\" href=\"#f-2b821587\" id=\"fn-2b821587\" name=\"fn-2b821587\" title=\"[https:\/\/arxiv.org\/abs\/2312.17080:title]\">*5<\/a>\u3002Holiday Puzzle\u306f\u672c\u8ad6\u6587\u3067\u8003\u6848\u3055\u308c\u305f\u3082\u306e\u3067\u3001\u904e\u53bb10\u5e74\u9593\u306e\u4e2d\u56fd\u306b\u304a\u3051\u308b\u795d\u65e5\u306e\u5236\u5b9a\u30d1\u30bf\u30fc\u30f3\u306b\u57fa\u3065\u304f\u305d\u3046\u3067\u3059\u3002\u3061\u306a\u307f\u306b\u4e2d\u56fd\u3067\u306f\u7279\u5225\u795d\u65e5\uff08<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%B9%F1%B7%C4\">\u56fd\u6176<\/a>\u7bc0\u30fb<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%BD%D5%C0%E1\">\u6625\u7bc0<\/a>\u30fb\u52b4\u50cd\u7bc0\u30fb<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%C3%E6%BD%A9%C0%E1\">\u4e2d\u79cb\u7bc0<\/a>\u306a\u3069\uff09\u306b\u969b\u3057\u3066\u9023\u4f11\u3092\u4f5c\u308b\u305f\u3081\u306b\u653f\u5e9c\u304c\u8907\u96d1\u306a\u30ab\u30ec\u30f3\u30c0\u30fc\u8abf\u6574\u3092\u6bce\u5e74\u304b\u3051\u308b\u3068\u306e\u3053\u3068\u3067\u3001\u6f14\u7e79\u7684\u63a8\u8ad6\u80fd\u529b\u3092\u6e2c\u308b\u4e0a\u3067\u306f\u3046\u3063\u3066\u3064\u3051\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%D9%A5%F3%A5%C1%A5%DE%A1%BC%A5%AF\">\u30d9\u30f3\u30c1\u30de\u30fc\u30af<\/a>\u306e\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u3002<\/p>\n<p>\u5b9f\u9a13\u5bfe\u8c61\u306eLLM\u306f2024\u5e74\u5f53\u6642\u5229\u7528\u53ef\u80fd\u3060\u3063\u305f\u4e3b\u8981\u306a\u3082\u306e\u3068\u3044\u3046\u3053\u3068\u3067\u3001GPT-3.5 Turbo, GPT-4o, Claude 3.5 Sonnet\u304c\u9078\u3070\u308c\u3066\u3044\u307e\u3059\u3002\u6027\u80fd\u6bd4\u8f03\u306e\u90fd\u5408\u306e\u305f\u3081\u3001\u5168\u3066\u306e\u63a8\u8ad6\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u63c3\u3048\u305f\u3068\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n<\/div>\n<div class=\"section\">\n<h3 id=\"\u5b9f\u9a13\u7d50\u679cDID\u306f\u6f14\u7e79\u7684\u63a8\u8ad6\u3092\u5fc5\u8981\u3068\u3059\u308b\u8ad6\u7406\u30d1\u30ba\u30eb\u306e\u89e3\u7b54\u7387\u3092\u5411\u4e0a\u3055\u305b\u305f\">\u5b9f\u9a13\u7d50\u679c\uff1aDID\u306f\u6f14\u7e79\u7684\u63a8\u8ad6\u3092\u5fc5\u8981\u3068\u3059\u308b\u8ad6\u7406\u30d1\u30ba\u30eb\u306e\u89e3\u7b54\u7387\u3092\u5411\u4e0a\u3055\u305b\u305f<\/h3>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TJO\/20251204\/20251204151832.png\" width=\"953\" height=\"222\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u4e3b\u8981\u306a\u5b9f\u9a13\u7d50\u679c\u304cTable 1\u306b\u307e\u3068\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u898b\u308c\u3070\u4e00\u76ee\u77ad\u7136\u3067\u3001Alice Problem\u3068Holiday Puzzle\u3067\u306fDID\u304c3\u3064\u5168\u3066\u306eLLM\u3067\u30c8\u30c3\u30d7\u30b9\u30b3\u30a2\u3092\u53e9\u304d\u51fa\u3057\u3066\u3044\u307e\u3059\u3002MR-GSM8K\u3060\u3051\u306f\u5e83\u304f\u666e\u53ca\u3057\u3066\u3044\u308b<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%D9%A5%F3%A5%C1%A5%DE%A1%BC%A5%AF\">\u30d9\u30f3\u30c1\u30de\u30fc\u30af<\/a>\u306a\u305b\u3044\u304b\u65e2\u5b58\u624b\u6cd5\u304c\u30c8\u30c3\u30d7\u30b9\u30b3\u30a2\u3092\u51fa\u3057\u3066\u3044\u307e\u3059\u304c\u3001Claude 3.5 Sonnet\u3060\u3051\u306fDID\u3082\u540c\u7387\u30c8\u30c3\u30d7\u30b9\u30b3\u30a2\u3092\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TJO\/20251203\/20251203111551.png\" width=\"1024\" height=\"590\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>Figure 3\u306bAlice Problem\u306b\u304a\u3051\u308b\u65e2\u5b58\u624b\u6cd5\u3068DID\u306e\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u306e\u8a73\u7d30\u304c\u307e\u3068\u3081\u3089\u308c\u3066\u3044\u3066\uff08Appendix B\u306b\u8a73\u7d30\u304c\u3042\u308b\uff09\u3001\u6bd4\u3079\u3066\u307f\u308b\u3068\u9762\u767d\u3044\u3067\u3059\u3002DID\u3067\u306f\u4e00\u5ea6<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%BF%F4%B3%D8%C5%AA%B5%A2%C7%BC%CB%A1\">\u6570\u5b66\u7684\u5e30\u7d0d\u6cd5<\/a>\u3068\u3044\u3046\u6f14\u7e79\u7684\u63a8\u8ad6<a target=\"_blank\" href=\"#f-048c1a23\" id=\"fn-048c1a23\" name=\"fn-048c1a23\" title=\"\u540d\u524d\u304c\u7d1b\u3089\u308f\u3057\u3044\u306e\u3067\u8981\u6ce8\u610f\uff1a[https:\/\/ja.wikipedia.org\/wiki\/%E6%95%B0%E5%AD%A6%E7%9A%84%E5%B8%B0%E7%B4%8D%E6%B3%95:title]\">*6<\/a>\u306b\u304b\u3051\u3066\u304b\u3089\u3001\u6b63\u7b54\u306b\u81f3\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TJO\/20251204\/20251204151408.png\" width=\"1024\" height=\"624\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u540c\u69d8\u306bFigure 4\u306b\u306fHoliday Puzzle\u306b\u304a\u3051\u308b\u65e2\u5b58\u624b\u6cd5\u3068DID\u306e\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u306e\u8a73\u7d30\u304c\u307e\u3068\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002DID\u3067\u306fAlgorithm 1\u3067\u63d0\u793a\u3055\u308c\u305f\u901a\u308a\u306e\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u3092\u5fe0\u5b9f\u306b\u5b9f\u884c\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u898b\u3066\u53d6\u308c\u307e\u3059\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TJO\/20251204\/20251204152825.png\" width=\"613\" height=\"391\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u306a\u304aTable 2\u306b\u306fGPT-4o\u306e\u5404\u5b9f\u9a13\u306b\u304a\u3051\u308b<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%C8%A1%BC%A5%AF\">\u30c8\u30fc\u30af<\/a>\u30f3\u6570\u3068\u30b3\u30b9\u30c8\u304c\u307e\u3068\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u5168\u4f53\u3068\u3057\u3066\u3001DID\u306f\u6bd4\u8f03\u7684\u5c11\u30ea\u30bd\u30fc\u30b9\u30fb\u4f4e\u30b3\u30b9\u30c8\u3067\u56de\u305b\u3066\u3044\u308b\u3068\u3044\u3046\u3053\u3068\u304c\u8a00\u3048\u305d\u3046\u3067\u3059\u3002<\/p>\n<p>\u3068\u3044\u3046\u3053\u3068\u3067\u3001DID<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%D5%A5%EC%A1%BC%A5%E0%A5%EF%A1%BC%A5%AF\">\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/a>\u306b\u3088\u308b<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%B5%A2%C7%BC\">\u5e30\u7d0d<\/a>\u7684\uff06\u6f14\u7e79\u7684\u63a8\u8ad6\u306e\u7d71\u5408\u304c\u8ab2\u984c\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u306e\u6539\u5584\u306b\u6709\u52b9\u3067\u3042\u308b\u3068\u3044\u3046\u306e\u304c\u672c\u8ad6\u6587\u306e\u7d50\u8ad6\u3067\u3059\u304c\u3001\u305d\u308c\u3067\u3082\u5c06\u6765\u306e\u8ab2\u984c\u3068\u3057\u3066\u300c\u305d\u3082\u305d\u3082LLM\u81ea\u4f53\u304c\u8907\u6570\u306e\u63a8\u8ad6\u30b9\u30c6\u30c3\u30d7\u306b\u6e21\u3063\u3066\u4e00\u8cab\u3057\u305f\u5185\u90e8\u8868\u73fe\u3092\u7dad\u6301\u3067\u304d\u3066\u3044\u306a\u3044\u306e\u3067<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%ED%A5%D0%A5%B9%A5%C8\">\u30ed\u30d0\u30b9\u30c8<\/a>\u6027\u306b\u554f\u984c\u304c\u3042\u308b\u300d\u300c\u5225\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%D9%A5%F3%A5%C1%A5%DE%A1%BC%A5%AF\">\u30d9\u30f3\u30c1\u30de\u30fc\u30af<\/a>\u3067\u3082\u8a66\u3057\u3066\u307f\u306a\u3051\u308c\u3070\u4f55\u3068\u3082\u8a00\u3048\u306a\u3044\u300d\u3068\u3001\u614e\u91cd\u306a\u30b3\u30e1\u30f3\u30c8\u3082\u6b8b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<div class=\"section\">\n<h3 id=\"\u30b3\u30e1\u30f3\u30c8\u306a\u3069\">\u30b3\u30e1\u30f3\u30c8\u306a\u3069<\/h3>\n<p>\u500b\u4eba\u7684\u306b\u306f\u304b\u306a\u308a\u9762\u767d\u3044\u8ad6\u6587\u3060\u3068\u601d\u3063\u305f\u3093\u3067\u3059\u304c\u3001\u65e5\u672c\u8a9e\u570f\u3067\u3053\u308c\u307e\u3067\u306b\u3053\u306e\u8ad6\u6587\u3092\u7d39\u4ecb\u3057\u305f\u8a18\u4e8b\u3084\u8cc7\u6599\u304c\u307b\u307c\u898b\u5f53\u305f\u3089\u306a\u3044\u3068\u3053\u308d\u3092\u898b\u308b\u3068\u3001\u3042\u307e\u308a\u6ce8\u76ee\u3092\u96c6\u3081\u306a\u304b\u3063\u305f\u3088\u3046\u3067\u3059\u3002\u305d\u308c\u304c\u300c\u5358\u306b\u7d50\u679c\u304c\u9762\u767d\u304f\u306a\u3044\u30fb\u305d\u308c\u307b\u3069\u5287\u7684\u3067\u3082\u306a\u3044\u300d\u3068\u53d7\u3051\u53d6\u3089\u308c\u305f\u305b\u3044\u306a\u306e\u304b\u3001\u305d\u308c\u3068\u3082\u300c\u305d\u3082\u305d\u3082LLM\u306b\u6f14\u7e79\u7684\u63a8\u8ad6\u304c\u5fc5\u8981\u3060\u3068\u8003\u3048\u308b\u4eba\u304c\u5c11\u306a\u3044\u300d\u305b\u3044\u306a\u306e\u304b\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u304c\u3001\u3061\u3087\u3063\u3068\u610f\u5916\u3060\u306a\u3068\u601d\u3044\u307e\u3057\u305f\u3002<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%B5%A1%B3%A3%B3%D8%BD%AC\">\u6a5f\u68b0\u5b66\u7fd2<\/a>\u696d\u754c\u30fbLLM\u696d\u754c\u306e\u65b9\u3067\u3001\u305d\u306e\u8fba\u306e\u4e8b\u60c5\u304c\u5206\u304b\u308b\u65b9\u3044\u3089\u3063\u3057\u3083\u3044\u307e\u3057\u305f\u3089\u3001\u662f\u975e\u30b3\u30e1\u30f3\u30c8\u306a\u3069\u3067\u3054\u6559\u793a\u3044\u305f\u3060\u3051\u308b\u3068\u5e78\u3044\u3067\u3059\u3002<\/p>\n<p>\u7279\u306b\u3001DID<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%A2%A5%EB%A5%B4%A5%EA%A5%BA%A5%E0\">\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/a>\uff06\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u521d\u898b\u306e\u63a8\u8ad6\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u5fc5\u305a\u9069\u5207\u306b\u69cb\u7bc9\u3067\u304d\u308b\u304b\u3068\u3044\u3046\u3068\u3061\u3087\u3063\u3068\u7591\u554f\u306b\u611f\u3058\u3066\u3044\u3066\u3001\u305d\u306e\u610f\u5473\u3067\u3082\u3082\u3063\u3068\u5e83\u6c4e\u306a\u63a8\u8ad6\u8ab2\u984c<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%D9%A5%F3%A5%C1%A5%DE%A1%BC%A5%AF\">\u30d9\u30f3\u30c1\u30de\u30fc\u30af<\/a>\u306b\u5bfe\u3057\u3066\u3069\u308c\u304f\u3089\u3044\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u51fa\u305b\u308b\u304b\u3092\u77e5\u308a\u305f\u3044\u3068\u3053\u308d\u3067\u3059\u3002<\/p>\n<p>\u305f\u3060\u3001\u672c\u8ad6\u6587\u3092\u8aad\u3093\u3067\u3061\u3087\u3063\u3068\u601d\u3063\u305f\u306e\u304c\u300c\u3067\u306f\u30d2\u30c8\u306e\u6f14\u7e79\u7684\u63a8\u8ad6\u3063\u3066\u672c\u5f53\u306b\u3053\u3093\u306a\u306b\u8907\u96d1\u306a\u3093\u3060\u308d\u3046\u304b\uff1f\u300d\u3068\u3044\u3046\u3053\u3068\u3002\u4f8b\u3048\u3070Alice Problem\u3067\u306f\u3001\u5927\u534a\u306e\u4eba\u304c\u300c\u30a2\u30ea\u30b9\u306f\u5973\u6027\u306a\u306e\u3060\u304b\u3089M\u306b\u30a2\u30ea\u30b9\u3092\u52a0\u3048\u3066M+1\u540d\u3068\u3059\u308c\u3070\u826f\u3044\u300d\u3068\u3059\u3050\u306b\u30ed\u30b8\u30ab\u30eb\u306b\u8003\u3048\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u63a8\u5bdf\u3057\u307e\u3059\u304c\u3001Figure 3\u3092\u898b\u3066\u306e\u901a\u308aDID\u3067\u306f\u4e00\u5ea6<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%BF%F4%B3%D8%C5%AA%B5%A2%C7%BC%CB%A1\">\u6570\u5b66\u7684\u5e30\u7d0d\u6cd5<\/a>\u3092\u901a\u3057\u3066\u3044\u307e\u3059\u3002\u7d50\u5c40\u306e\u3068\u3053\u308d\u4e8b\u524d\u5b66\u7fd2\u30c7\u30fc\u30bf\uff08<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%A8%A5%D4%A5%BD%A1%BC%A5%C9%B5%AD%B2%B1\">\u30a8\u30d4\u30bd\u30fc\u30c9\u8a18\u61b6<\/a>\uff09\u3068\u306f\u5225\u306b\u666e\u904d\u7684\u898f\u5247\u3092\u899a\u3048\u3066\u3044\u308b\u304b\u3089\u3053\u305d\u306e\u30d2\u30c8\u306e\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u3060\u3068\u3044\u3046\u3053\u3068\u306a\u306e\u3060\u308d\u3046\u3068\u3001\u601d\u3046\u6b21\u7b2c\u3067\u3059\u3002<\/p>\n<p>\u3067\u306f\u305d\u308c\u3092\u5b9f\u73fe\u3067\u304d\u308b<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%A2%A1%BC%A5%AD%A5%C6%A5%AF%A5%C1%A5%E3\">\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/a>\u306f\u306a\u3044\u306e\u304b\uff1f\u3068\u3044\u3046\u3053\u3068\u3067\u5b9f\u306f\u3053\u306e\u8a18\u4e8b\u3092\u66f8\u304f\u524d\u306bYann LeCun\u306eWorld models<a target=\"_blank\" href=\"#f-2d7a5f08\" id=\"fn-2d7a5f08\" name=\"fn-2d7a5f08\" title=\"[https:\/\/arxiv.org\/abs\/2403.00504:title]\">*7<\/a>\u306b\u3064\u3044\u3066\u3082\u8abf\u3079\u305f\u306e\u3067\u3059\u304c\u3001\u307e\u3060\u8b70\u8ad6\u304c\u719f\u3057\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u5370\u8c61\u3060\u3063\u305f\u306e\u3067\u4eca\u56de\u306f\u9078\u3073\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u3082\u3046\u5c11\u3057\u5404\u65b9\u9762\u3067\u306e\u8b70\u8ad6\u304c\u6df1\u307e\u3063\u3066\u304d\u305f\u3089\u3001\u53d6\u308a\u4e0a\u3052\u3066\u307f\u3088\u3046\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<div class=\"section\">\n<h3 id=\"\u4f59\u8ac7\">\u4f59\u8ac7<\/h3>\n<p>\u3053\u306e\u8a18\u4e8b\u4e2d\u3067\u7d39\u4ecb\u3057\u305fFigure 3 (Alice Problem)\u3068Figure 4 (Holiday Puzzle)\u3067\u3059\u304c\u3001\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u56f3\u3092Nano Banana Pro\u306b\u8aad\u307f\u8fbc\u307e\u305b\u3066\u3001\u82f1\u8a9e\u30c6\u30ad\u30b9\u30c8\u90e8\u5206\u3092\u65e5\u672c\u8a9e\u306b\u7ffb\u8a33\u3055\u305b\u305f\u4e0a\u3067\u4f53\u88c1\u305d\u306e\u307e\u307e\u306b\u63cf\u304d\u76f4\u3055\u305b\u305f\u3082\u306e\u3067\u3059\u3002\u4f55\u3060\u304b\u3093\u3060\u8a00\u3063\u3066\u3001\u751f\u6210AI\u306e\u304a\u304b\u3052\u3067\u4fbf\u5229\u306a\u4e16\u306e\u4e2d\u306b\u306a\u3063\u305f\u306a\u3041\u3068\u601d\u3044\u307e\u3059\u306d\uff08\u7b11\uff09\u3002<\/p>\n<\/div>\n<\/div>\n<p><script>(function(d, s, id) {\n  var js, fjs = d.getElementsByTagName(s)[0];\n  if (d.getElementById(id)) return;\n  js = d.createElement(s); js.id = id;\n  js.src = \"\/\/connect.facebook.net\/ja_JP\/sdk.js#xfbml=1&appId=719729204785177&version=v17.0\";\n  fjs.parentNode.insertBefore(js, fjs);\n}(document, 'script', 'facebook-jssdk'));<\/script><br \/>\n<br \/>\n<br \/><a href=\"https:\/\/tjo.hatenablog.com\/entry\/2025\/12\/04\/170000\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u4eca\u5e74\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001\u4f55\u5ea6\u304bTransformer\u306a\u3069\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u30d9\u30fc\u30b9\u306eLLM\/\u751f\u6210AI\u306b\u306f\u300c\u5e30\u7d0d\u7684\u63a8\u8ad6\u306f\u51fa\u6765\u3066\u3082\u6f14\u7e79\u7684\u63a8\u8ad6\u304c\u51fa\u6765\u3066\u3044\u306a\u3044\u304c\u6545\u306e\u554f\u984c\u304c\u3042\u308b\u300d\u3068\u3044\u3046\u8b70\u8ad6\u3092\u6271\u3063\u3066\u304d\u307e\u3057\u305f\u3002 \u4f8b\u3048\u30707\u6708\u306e\u8a18\u4e8b\u3067\u306f\u300c\u4e16\u9593\u3067\u5e83\u304f [&hellip;]","protected":false},"author":1,"featured_media":26460,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[2],"tags":[],"class_list":["post-26459","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hatena-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>LLM\/\u751f\u6210AI\u306b\u5e30\u7d0d\u7684\u63a8\u8ad6\u3068\u6f14\u7e79\u7684\u63a8\u8ad6\u3068\u3092\u30d0\u30e9\u30f3\u30b9\u826f\u304f\u7d71\u5408\u3055\u305b\u308b\u3053\u3068\u306f\u53ef\u80fd\u304b\uff1f - \u6e0b\u8c37\u99c5\u524d\u3067\u50cd\u304f\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u30d6\u30ed\u30b0 - \u30dd\u30b1\u30b3\u30f3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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content=\"\u4eca\u5e74\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001\u4f55\u5ea6\u304bTransformer\u306a\u3069\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u30d9\u30fc\u30b9\u306eLLM\/\u751f\u6210AI\u306b\u306f\u300c\u5e30\u7d0d\u7684\u63a8\u8ad6\u306f\u51fa\u6765\u3066\u3082\u6f14\u7e79\u7684\u63a8\u8ad6\u304c\u51fa\u6765\u3066\u3044\u306a\u3044\u304c\u6545\u306e\u554f\u984c\u304c\u3042\u308b\u300d\u3068\u3044\u3046\u8b70\u8ad6\u3092\u6271\u3063\u3066\u304d\u307e\u3057\u305f\u3002 \u4f8b\u3048\u30707\u6708\u306e\u8a18\u4e8b\u3067\u306f\u300c\u4e16\u9593\u3067\u5e83\u304f [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/tjo.hatenablog.com\/entry\/2025\/12\/04\/170000\" \/>\n<meta property=\"og:site_name\" content=\"\u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"article:published_time\" content=\"2025-12-04T19:07:26+00:00\" \/>\n<meta property=\"og:image\" 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