{"id":37517,"date":"2025-10-27T17:40:36","date_gmt":"2025-10-27T08:40:36","guid":{"rendered":"https:\/\/gri.jp\/media\/?p=37517"},"modified":"2025-11-20T12:15:28","modified_gmt":"2025-11-20T03:15:28","slug":"cotchain-of-thought%e3%81%a8reactreasoning-and-acting%e3%81%ae%e9%81%95%e3%81%84","status":"publish","type":"post","link":"https:\/\/gri.jp\/media\/entry\/37517","title":{"rendered":"CoT(Chain of Thought)\u3068ReAct(Reasoning and Acting)\u306e\u9055\u3044"},"content":{"rendered":"<p class=\"code-line\" dir=\"auto\" 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class=\"code-line\" dir=\"auto\" data-line=\"7\">\u3053\u306e\u3088\u3046\u306a\u300c\u601d\u8003\u306e\u9023\u9396\u300d\u3092\u793a\u3059\u3053\u3068\u3067\u3001AI\u306e\u56de\u7b54\u3092\u691c\u8a3c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u4fe1\u983c\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u533b\u7642\u5206\u91ce\u3067\u306f\u3001\u8a3a\u65ad\u652f\u63f4AI\u304c\u3069\u306e\u75c7\u72b6\u3084\u691c\u67fb\u7d50\u679c\u306b\u6ce8\u76ee\u3057\u3066\u5224\u65ad\u3057\u305f\u306e\u304b\u304c\u660e\u3089\u304b\u306b\u306a\u308c\u3070\u3001\u533b\u5e2b\u306fAI\u306e\u63d0\u6848\u3092\u3088\u308a\u5b89\u5168\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u91d1\u878d\u5206\u91ce\u3067\u3082\u3001\u30ea\u30b9\u30af\u8a55\u4fa1\u30e2\u30c7\u30eb\u304c\u300c\u306a\u305c\u305d\u306e\u5224\u65ad\u3092\u4e0b\u3057\u305f\u306e\u304b\u300d\u3092\u8aac\u660e\u3067\u304d\u308b\u3053\u3068\u306f\u3001\u900f\u660e\u6027\u3068\u898f\u5236\u5bfe\u5fdc\u306e\u4e21\u9762\u3067\u5927\u304d\u306a\u4fa1\u5024\u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n<p class=\"code-line\" dir=\"auto\" data-line=\"9\">CoT\u306e\u6982\u5ff5\u304c\u6ce8\u76ee\u3055\u308c\u59cb\u3081\u305f\u306e\u306f2022\u5e74\u9803\u304b\u3089\u3067\u3059\u3002Google Research\u306e\u8ad6\u6587\u3092\u304d\u3063\u304b\u3051\u306b\u3001AI\u304c\u8907\u96d1\u306a\u63a8\u8ad6\u3092\u884c\u3046\u80fd\u529b\u3092\u5f37\u5316\u3067\u304d\u308b\u3068\u5b9f\u8a3c\u3055\u308c\u307e\u3057\u305f\u3002\u305f\u3068\u3048\u3070\u7b97\u6570\u554f\u984c\u3084\u5e38\u8b58\u63a8\u8ad6\u306e\u30c6\u30b9\u30c8\u3067\u3001CoT\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u5927\u5e45\u306b\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u305f\u4e8b\u4f8b\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u73fe\u5728\u3067\u306f\u3001OpenAI\u3084Anthropic\u3001Google\u306a\u3069\u306e\u4e3b\u8981\u7814\u7a76\u30c1\u30fc\u30e0\u304c\u3001CoT\u3092\u7d44\u307f\u8fbc\u3093\u3060\u63a8\u8ad6\u30e2\u30c7\u30eb\u306e\u6539\u826f\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"reasoning-and-actingreact%E6%8E%A8%E8%AB%96%E3%81%A8%E8%A1%8C%E5%8B%95%E3%82%92%E7%B5%90%E3%81%B3%E3%81%A4%E3%81%91%E3%82%8B%E7%9F%A5%E7%9A%84%E3%81%AA%E6%8E%A2%E6%B1%82\" class=\"code-line\" dir=\"auto\" data-line=\"11\">Reasoning and Acting\uff08ReAct\uff09\uff1a\u63a8\u8ad6\u3068\u884c\u52d5\u3092\u7d50\u3073\u3064\u3051\u308b\u77e5\u7684\u306a\u63a2\u6c42<\/h2>\n<p class=\"code-line\" dir=\"auto\" data-line=\"12\">CoT\u304cAI\u306e\u300c\u601d\u8003\u300d\u3092\u6df1\u3081\u308b\u6280\u8853\u3060\u3068\u3059\u308c\u3070\u3001ReAct\u306f\u305d\u306e\u601d\u8003\u3092\u73fe\u5b9f\u4e16\u754c\u306e\u300c\u884c\u52d5\u300d\u3068\u7d50\u3073\u3064\u3051\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002AI\u304c\u305f\u3060\u8003\u3048\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u5916\u90e8\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u8abf\u3079\u305f\u308a\u3001\u7d50\u679c\u3092\u691c\u8a3c\u3057\u305f\u308a\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u5f8b\u7684\u306b\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3067\u3001\u3088\u308a\u52d5\u7684\u306b\u8ab2\u984c\u3092\u89e3\u6c7a\u3057\u307e\u3059\u3002<\/p>\n<p class=\"code-line\" dir=\"auto\" data-line=\"14\">ReAct\u306e\u57fa\u672c\u69cb\u9020\u306f\u3001\u300c\u63a8\u8ad6\uff08Reasoning\uff09\u300d\u2192\u300c\u884c\u52d5\uff08Action\uff09\u300d\u2192\u300c\u89b3\u5bdf\uff08Observation\uff09\u300d\u2192\u518d\u3073\u300c\u63a8\u8ad6\u300d\u3068\u3044\u3046\u5faa\u74b0\u3067\u3059\u3002AI\u304c\u60c5\u5831\u3092\u5206\u6790\u3057\u3001\u884c\u52d5\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u89b3\u5bdf\u3057\u3066\u307e\u305f\u8003\u3048\u308b\u2015\u2015\u3053\u308c\u3092\u7e70\u308a\u8fd4\u3057\u3066\u76ee\u6a19\u306b\u5230\u9054\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001AI\u304c\u300c\u6c17\u8c61\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u660e\u65e5\u306e\u8fb2\u4f5c\u696d\u306b\u9069\u3057\u305f\u6642\u9593\u3092\u63d0\u6848\u3059\u308b\u300d\u3068\u3044\u3063\u305f\u30bf\u30b9\u30af\u3092\u884c\u3046\u5834\u5408\u3001ReAct\u306f\u307e\u305a\u5929\u6c17API\u3092\u547c\u3073\u51fa\u3057\u3066\u6700\u65b0\u306e\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3001\u305d\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3066\u6700\u9069\u306a\u6642\u9593\u5e2f\u3092\u63a8\u8ad6\u3057\u307e\u3059\u3002\u5f97\u3089\u308c\u305f\u7d50\u679c\u3092\u3082\u3068\u306b\u3001\u6b21\u306e\u884c\u52d5\u3092\u8abf\u6574\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<p class=\"code-line\" dir=\"auto\" data-line=\"16\">\u3053\u306e\u624b\u6cd5\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u73fe\u5834\u3067\u3082\u6d3b\u7528\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u5206\u91ce\u3067\u306f\u3001ReAct\u578b\u306eAI\u304c\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3084\u5728\u5eab\u30b7\u30b9\u30c6\u30e0\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u9867\u5ba2\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u3057\u3066\u5373\u5ea7\u306b\u6b63\u78ba\u306a\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u79d1\u5b66\u7814\u7a76\u306e\u5206\u91ce\u3067\u3082\u3001ReAct\u3092\u5fdc\u7528\u3057\u305f\u81ea\u5f8b\u7684\u306a\u300c\u79d1\u5b66\u767a\u898bAI\u300d\u304c\u767b\u5834\u3057\u3064\u3064\u3042\u308a\u307e\u3059\u3002MIT\u306e\u7814\u7a76\u30c1\u30fc\u30e0\u306f\u3001AI\u304c\u81ea\u3089\u4eee\u8aac\u3092\u7acb\u3066\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u53ce\u96c6\u3057\u3066\u691c\u8a3c\u3059\u308b\u5b9f\u9a13\u3092\u884c\u3044\u3001\u5316\u5b66\u5206\u91ce\u3067\u306e\u7269\u8cea\u63a2\u7d22\u3092\u81ea\u52d5\u5316\u3059\u308b\u8a66\u307f\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n<p class=\"code-line\" dir=\"auto\" data-line=\"18\">\u305f\u3060\u3057\u3001ReAct\u304c\u5916\u90e8\u30c4\u30fc\u30eb\u3068\u9023\u643a\u3059\u308b\u969b\u306b\u306f\u3001\u8aa4\u60c5\u5831\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u3078\u306e\u5bfe\u7b56\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u3068\u304f\u306bIoT\u6a5f\u5668\u3084\u696d\u52d9\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u63a5\u7d9a\u3059\u308b\u5834\u5408\u3001AI\u304c\u8aa4\u3063\u305f\u6307\u793a\u3092\u51fa\u3055\u306a\u3044\u3088\u3046\u3001\u4eba\u9593\u306e\u76e3\u8996\u3068\u5b89\u5168\u8a2d\u8a08\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u73fe\u5728\u306eReAct\u7814\u7a76\u3067\u306f\u3001\u3053\u3046\u3057\u305f\u5b89\u5168\u6027\u3084\u8cac\u4efb\u7bc4\u56f2\u306e\u78ba\u7acb\u3082\u91cd\u8981\u306a\u30c6\u30fc\u30de\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"cot%E3%81%A8react%E3%81%9D%E3%82%8C%E3%81%9E%E3%82%8C%E3%81%AE%E5%80%8B%E6%80%A7%E3%81%A8%E5%85%B1%E5%AD%98%E3%81%AE%E6%9C%AA%E6%9D%A5\" class=\"code-line\" dir=\"auto\" data-line=\"20\">CoT\u3068ReAct\uff1a\u305d\u308c\u305e\u308c\u306e\u500b\u6027\u3068\u5171\u5b58\u306e\u672a\u6765<\/h2>\n<p class=\"code-line\" dir=\"auto\" data-line=\"21\">CoT\u3068ReAct\u306f\u3001\u3069\u3061\u3089\u3082AI\u306e\u77e5\u7684\u306a\u80fd\u529b\u3092\u9ad8\u3081\u308b\u91cd\u8981\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u304c\u3001\u7126\u70b9\u3068\u5f97\u610f\u9818\u57df\u306f\u7570\u306a\u308a\u307e\u3059\u3002CoT\u306f\u8ad6\u7406\u7684\u306a\u6574\u5408\u6027\u3092\u91cd\u8996\u3057\u3001AI\u306e\u300c\u601d\u8003\u300d\u3092\u6df1\u304f\u898b\u3048\u308b\u5316\u3059\u308b\u306e\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001ReAct\u306fAI\u3092\u300c\u73fe\u5b9f\u4e16\u754c\u3067\u884c\u52d5\u3059\u308b\u4e3b\u4f53\u300d\u3068\u3057\u3066\u6349\u3048\u3001\u74b0\u5883\u3068\u306e\u3084\u308a\u53d6\u308a\u3092\u901a\u3058\u3066\u67d4\u8edf\u306b\u5b66\u7fd2\u30fb\u6539\u5584\u3057\u3066\u3044\u304f\u30b9\u30bf\u30a4\u30eb\u3092\u53d6\u308a\u307e\u3059\u3002<\/p>\n<p class=\"code-line\" dir=\"auto\" data-line=\"23\">\u7814\u7a76\u306e\u6700\u524d\u7dda\u3067\u306f\u3001\u4e21\u8005\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u8a66\u307f\u3082\u59cb\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001ReAct\u306e\u884c\u52d5\u30b5\u30a4\u30af\u30eb\u306e\u4e2d\u3067\u3001\u5404\u63a8\u8ad6\u30b9\u30c6\u30c3\u30d7\u306bCoT\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u3067\u3001AI\u304c\u300c\u306a\u305c\u305d\u3046\u884c\u52d5\u3059\u308b\u306e\u304b\u300d\u3092\u8aac\u660e\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u7814\u7a76\u3067\u3059\u3002\u3053\u308c\u306f\u3001AI\u304c\u300c\u8003\u3048\u306a\u304c\u3089\u52d5\u304f\u300d\u300c\u52d5\u304d\u306a\u304c\u3089\u8003\u3048\u308b\u300d\u5b58\u5728\u3078\u3068\u9032\u5316\u3059\u308b\u65b9\u5411\u6027\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p class=\"code-line\" dir=\"auto\" data-line=\"25\">\u4eca\u5f8c\u306eAI\u958b\u767a\u3067\u306f\u3001CoT\u304c\u3082\u305f\u3089\u3059\u8ad6\u7406\u7684\u306a\u660e\u6670\u3055\u3068\u3001ReAct\u304c\u6301\u3064\u5b9f\u8df5\u7684\u306a\u67d4\u8edf\u3055\u3092\u878d\u5408\u3055\u305b\u308b\u3053\u3068\u3067\u3001AI\u304c\u3088\u308a\u4fe1\u983c\u3067\u304d\u3001\u3088\u308a\u81ea\u5f8b\u7684\u306b\u884c\u52d5\u3059\u308b\u6642\u4ee3\u304c\u8a2a\u308c\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001AI\u306f\u5358\u306a\u308b\u652f\u63f4\u30c4\u30fc\u30eb\u304b\u3089\u3001\u5171\u306b\u8003\u3048\u3001\u5171\u306b\u884c\u52d5\u3059\u308b\u300c\u77e5\u7684\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u300d\u3078\u3068\u9032\u5316\u3057\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002<\/p>\n<h2 id=\"%E5%8F%82%E8%80%83\" class=\"code-line\" dir=\"auto\" data-line=\"27\">\u53c2\u8003<\/h2>\n<ul class=\"code-line\" dir=\"auto\" data-line=\"28\">\n<li class=\"code-line\" dir=\"auto\" data-line=\"28\"><a href=\"https:\/\/arxiv.org\/abs\/2201.11903\" data-href=\"https:\/\/arxiv.org\/abs\/2201.11903\">Chain-of-Thought Prompting Elicits Reasoning in Large Language Models<\/a><\/li>\n<li class=\"code-line\" dir=\"auto\" data-line=\"29\"><a href=\"https:\/\/arxiv.org\/abs\/2210.03629\" data-href=\"https:\/\/arxiv.org\/abs\/2210.03629\">ReAct: Synergizing Reasoning and Acting in Language Models<\/a><\/li>\n<li class=\"code-line\" dir=\"auto\" data-line=\"30\"><a href=\"https:\/\/www.ibm.com\/think\/topics\/chain-of-thoughts\" data-href=\"https:\/\/www.ibm.com\/think\/topics\/chain-of-thoughts\">What is chain of thought (CoT) prompting? (IBM)<\/a><\/li>\n<li class=\"code-line\" dir=\"auto\" data-line=\"31\"><a href=\"https:\/\/arxiv.org\/abs\/2212.10001\" data-href=\"https:\/\/arxiv.org\/abs\/2212.10001\">Towards Understanding Chain-of-Thought Prompting: An Empirical Study of What Matters<\/a><\/li>\n<li class=\"code-line\" dir=\"auto\" data-line=\"32\"><a href=\"https:\/\/www.promptingguide.ai\/techniques\/react\" data-href=\"https:\/\/www.promptingguide.ai\/techniques\/react\">Prompt Engineering Guide \u2014 ReAct<\/a><\/li>\n<li class=\"code-line\" dir=\"auto\" data-line=\"33\"><a href=\"https:\/\/news.mit.edu\/2023\/chemistry-ai-automates-molecular-discovery-0524\" data-href=\"https:\/\/news.mit.edu\/2023\/chemistry-ai-automates-molecular-discovery-0524\">MIT News: AI system \u201cChemGPT\u201d automates molecular discovery<\/a><\/li>\n<li class=\"code-line\" dir=\"auto\" data-line=\"34\"><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/autogen\/\" data-href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/autogen\/\">Microsoft Research: AutoGen \u2014 Enabling Next-Gen LLM Applications<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>AI\u306e\u9032\u5316\u306f\u3081\u3056\u307e\u3057\u304f\u3001\u7279\u306b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u79c1\u305f\u3061\u306e\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u3092\u5927\u304d\u304f\u5909\u3048\u3064\u3064\u3042\u308a\u307e\u3059\u3002AI\u304c\u3069\u306e\u3088\u3046\u306b\u8003\u3048\u3001\u554f\u984c\u3092\u89e3\u6c7a\u3057\u3066\u3044\u304f\u306e\u304b\u2015\u2015\u305d\u306e\u300c\u63a8\u8ad6\uff08reasoning\uff09\u300d\u306e\u4ed5\u7d44\u307f\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001AI\u306e\u80fd\u529b<\/p>\n","protected":false},"author":51,"featured_media":4566,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1093,119],"tags":[759],"class_list":["post-37517","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-business","tag-759"],"acf":[],"meta_field":{"_edit_lock":["1762072748:51"],"_edit_last":["51"],"hidden_toppage":["0"],"_hidden_toppage":["field_61933136630d2"],"note_url":[""],"_note_url":["field_61243c8278b90"],"_pv_count":["a:24:{i:17;i:55;i:19;i:34;i:20;i:38;i:23;i:24;i:3;i:14;i:5;i:19;i:6;i:29;i:8;i:23;i:14;i:51;i:11;i:70;i:16;i:61;i:0;i:25;i:1;i:21;i:21;i:37;i:13;i:56;i:15;i:56;i:18;i:32;i:2;i:15;i:9;i:41;i:12;i:73;i:10;i:47;i:7;i:12;i:22;i:25;i:4;i:16;}"],"pv_count":["874"],"_wp_old_date":["2025-11-02"],"_thumbnail_id":["4566"]},"_links":{"self":[{"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/posts\/37517","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/users\/51"}],"replies":[{"embeddable":true,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/comments?post=37517"}],"version-history":[{"count":1,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/posts\/37517\/revisions"}],"predecessor-version":[{"id":37518,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/posts\/37517\/revisions\/37518"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/media\/4566"}],"wp:attachment":[{"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/media?parent=37517"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/categories?post=37517"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/tags?post=37517"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}