{"id":12994,"date":"2024-08-29T21:44:22","date_gmt":"2024-08-30T02:44:22","guid":{"rendered":"http:\/\/skimai.com\/?p=12994"},"modified":"2024-08-29T21:44:48","modified_gmt":"2024-08-30T02:44:48","slug":"ai%e3%81%ae%e3%83%aa%e3%82%b5%e3%83%bc%e3%83%81%e3%83%bb%e3%83%9a%e3%83%bc%e3%83%91%e3%83%bc%e3%81%8c%e6%80%9d%e8%80%83%e3%81%ae%e9%80%a3%e9%8e%96%e3%82%92%e3%81%be%e3%81%a8%e3%82%81%e3%81%9f%e3%80%82","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/ai-research-paper-summarized-chain-of-thought-lessness-prompting\/","title":{"rendered":"AI\u7814\u7a76\u8ad6\u6587\u307e\u3068\u3081\uff1a\u300c\u601d\u8003\u306e\u9023\u9396\uff1f\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0"},"content":{"rendered":"<p>Chain-of-Thought\uff08CoT\uff09\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u63a8\u8ad6\u80fd\u529b\u3092\u5f15\u304d\u51fa\u3059\u753b\u671f\u7684\u306a\u624b\u6cd5\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u306e\u6280\u8853\u306f\u3001LLM\u3092\u5c0e\u304f\u305f\u3081\u306b\u6bb5\u968e\u7684\u306a\u63a8\u8ad6\u4f8b\u3092\u63d0\u4f9b\u3059\u308b\u3082\u306e\u3067\u3001AI\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u5927\u304d\u306a\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u3002\u591a\u304f\u306e\u7814\u7a76\u8005\u3084\u5b9f\u52d9\u5bb6\u306f\u3001CoT\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u3088\u3063\u3066LLM\u304c\u8907\u96d1\u306a\u63a8\u8ad6\u30bf\u30b9\u30af\u306b\u3088\u308a\u52b9\u679c\u7684\u306b\u53d6\u308a\u7d44\u3081\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u6a5f\u68b0\u8a08\u7b97\u3068\u4eba\u9593\u306e\u3088\u3046\u306a\u554f\u984c\u89e3\u6c7a\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u3089\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3068\u4e3b\u5f35\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n<p>\u3057\u304b\u3057\u3001\u6700\u8fd1\u767a\u8868\u3055\u308c\u305f\u8ad6\u6587\"<a rel=\"noopener noreferrer\" href=\"https:\/\/arxiv.org\/pdf\/2405.04776\">\u601d\u8003\u505c\u6b62\u306e\u9023\u9396\uff1f\u30d7\u30e9\u30f3\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308bCoT\u306e\u5206\u6790<\/a>\u300c\u3068\u3044\u3046\u697d\u89b3\u7684\u306a\u4e3b\u5f35\u304c\u3042\u308b\u3002\u3053\u306e\u7814\u7a76\u8ad6\u6587\u306f\u3001\u8a08\u753b\u30bf\u30b9\u30af\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001CoT\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6709\u52b9\u6027\u3068\u4e00\u822c\u5316\u53ef\u80fd\u6027\u3092\u6279\u5224\u7684\u306b\u691c\u8a3c\u3057\u3066\u3044\u308b\u3002AI\u306e\u5b9f\u8df5\u8005\u3068\u3057\u3066\u3001\u9ad8\u5ea6\u306a\u63a8\u8ad6\u80fd\u529b\u3092\u5fc5\u8981\u3068\u3059\u308bAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u306b\u304a\u3044\u3066\u3001\u3053\u308c\u3089\u306e\u77e5\u898b\u3068\u305d\u306e\u610f\u5473\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\u3002<\/p>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ja\/ai-research-paper-summarized-chain-of-thought-lessness-prompting\/#Understanding_the_Study\" >\u7814\u7a76\u3092\u7406\u89e3\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/ai-research-paper-summarized-chain-of-thought-lessness-prompting\/#Key_Findings_Unveiled\" >\u4e3b\u306a\u8abf\u67fb\u7d50\u679c\u3092\u767a\u8868<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/ai-research-paper-summarized-chain-of-thought-lessness-prompting\/#Beyond_Blocksworld_Extending_the_Investigation\" >\u30d6\u30ed\u30c3\u30af\u30ef\u30fc\u30eb\u30c9\u3092\u8d8a\u3048\u3066\u8abf\u67fb\u3092\u62e1\u5f35\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/ai-research-paper-summarized-chain-of-thought-lessness-prompting\/#Implications_for_AI_Development\" >AI\u958b\u767a\u3078\u306e\u793a\u5506<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ja\/ai-research-paper-summarized-chain-of-thought-lessness-prompting\/#Recommendations_for_AI_Practitioners\" >AI\u5b9f\u52d9\u8005\u3078\u306e\u63d0\u8a00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/ai-research-paper-summarized-chain-of-thought-lessness-prompting\/#The_Bottom_Line\" >\u7d50\u8ad6<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Understanding_the_Study\"><\/span>\u7814\u7a76\u3092\u7406\u89e3\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u30d6\u30ed\u30c3\u30af\u30ef\u30fc\u30eb\u30c9\u3068\u547c\u3070\u308c\u308b\u53e4\u5178\u7684\u306a\u30d7\u30e9\u30f3\u30cb\u30f3\u30b0\u9818\u57df\u3092\u4e3b\u306a\u30c6\u30b9\u30c8\u5bfe\u8c61\u3068\u3057\u3066\u9078\u3093\u3060\u3002\u30d6\u30ed\u30c3\u30af\u30ef\u30fc\u30eb\u30c9\u3067\u306f\u3001\u4e00\u9023\u306e\u79fb\u52d5\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u4f7f\u3063\u3066\u3001\u30d6\u30ed\u30c3\u30af\u306e\u96c6\u5408\u3092\u521d\u671f\u914d\u7f6e\u304b\u3089\u30b4\u30fc\u30eb\u914d\u7f6e\u306b\u518d\u914d\u7f6e\u3059\u308b\u3053\u3068\u304c\u30bf\u30b9\u30af\u3068\u306a\u308b\u3002\u3053\u306e\u9818\u57df\u306f\u3001\u63a8\u8ad6\u80fd\u529b\u3068\u8a08\u753b\u80fd\u529b\u3092\u30c6\u30b9\u30c8\u3059\u308b\u306e\u306b\u7406\u60f3\u7684\u3067\u3042\u308b\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p>\u69d8\u3005\u306a\u8907\u96d1\u3055\u306e\u554f\u984c\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p><\/li><li><p>\u660e\u78ba\u3067\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u7684\u306b\u691c\u8a3c\u53ef\u80fd\u306a\u89e3\u6c7a\u7b56\u304c\u3042\u308b\u3002<\/p><\/li><li><p>LLM\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30fb\u30c7\u30fc\u30bf\u306b\u306f\u3042\u307e\u308a\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u3068\u601d\u308f\u308c\u308b\u3002<\/p><\/li>\n<\/ol>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/0052403f-61b9-4bb0-928a-8c1e0b0cc0f6.png\" alt=\"\u30d6\u30ed\u30c3\u30af\u30ef\u30fc\u30eb\u30c9\u30fb\u30b4\u30fc\u30eb\u30fb\u30b9\u30bf\u30c3\u30af\u30fb\u30d7\u30e9\u30f3\u30cb\u30f3\u30b0\" \/>\n<\/figure>\n\n\n<p>\u3053\u306e\u7814\u7a76\u3067\u306f\u30013\u3064\u306e\u6700\u65b0\u578bLLM\u3092\u691c\u8a3c\u3057\u305f\uff1aGPT-4\u3001Claude-3-Opus\u3001GPT-4-Turbo\u3067\u3042\u308b\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u69d8\u3005\u306a\u7279\u7570\u6027\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u7528\u3044\u3066\u30c6\u30b9\u30c8\u3055\u308c\u305f\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u9023\u9396\u601d\u8003\uff08\u30e6\u30cb\u30d0\u30fc\u30b5\u30eb\uff09\uff1a <\/strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u300c\u30b9\u30c6\u30c3\u30d7\u30fb\u30d0\u30a4\u30fb\u30b9\u30c6\u30c3\u30d7\u3067\u8003\u3048\u3088\u3046\u300d\u3068\u4ed8\u3051\u52a0\u3048\u308b\u3060\u3051\u3067\u3044\u3044\u3002<\/p><\/li><li><p><strong>\u9032\u884c\u306e\u8a3c\u660e\uff08PDDL\u306b\u7279\u6709\uff09\uff1a<\/strong> \u30d7\u30e9\u30f3\u306e\u6b63\u3057\u3055\u306b\u3064\u3044\u3066\u3001\u4f8b\u3092\u6319\u3052\u3066\u4e00\u822c\u7684\u306a\u8aac\u660e\u3092\u884c\u3046\u3002<\/p><\/li><li><p><strong>Blocksworld\u30e6\u30cb\u30d0\u30fc\u30b5\u30eb\u30fb\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff1a <\/strong>\u3042\u3089\u3086\u308bBlocksworld\u554f\u984c\u3092\u89e3\u304f\u305f\u3081\u306e\u4e00\u822c\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u793a\u3059\u3002<\/p><\/li><li><p><strong>\u30b9\u30bf\u30c3\u30ad\u30f3\u30b0\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong> \u30d6\u30ed\u30c3\u30af\u30ef\u30fc\u30eb\u30c9\u554f\u984c\u306e\u7279\u5b9a\u306e\u30b5\u30d6\u30af\u30e9\u30b9\uff08\u30c6\u30fc\u30d6\u30eb\u5bfe\u30b9\u30bf\u30c3\u30af\uff09\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u3002<\/p><\/li><li><p><strong>\u8a9e\u5f59\u306e\u7a4d\u307f\u91cd\u306d\uff1a<\/strong> \u30b4\u30fc\u30eb\u72b6\u614b\u306e\u7279\u5b9a\u306e\u69cb\u6587\u5f62\u5f0f\u306b\u3055\u3089\u306b\u7d5e\u308a\u8fbc\u3080\u3002<\/p><\/li>\n<\/ol>\n\n\n<p>\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u3053\u308c\u3089\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8907\u96d1\u3055\u3092\u5897\u3057\u3066\u3044\u304f\u554f\u984c\u3067\u30c6\u30b9\u30c8\u3059\u308b\u3053\u3068\u3067\u3001LLM\u304c\u4f8b\u984c\u3067\u793a\u3055\u308c\u305f\u63a8\u8ad6\u3092\u3069\u306e\u7a0b\u5ea6\u4e00\u822c\u5316\u3067\u304d\u308b\u304b\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u305f\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/703d11e4-e594-469f-8f00-bd46a0d6f7ee.png\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Key_Findings_Unveiled\"><\/span>\u4e3b\u306a\u8abf\u67fb\u7d50\u679c\u3092\u767a\u8868<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u672c\u7814\u7a76\u306e\u7d50\u679c\u306f\u3001CoT\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u95a2\u3059\u308b\u591a\u304f\u306e\u4e00\u822c\u7684\u306a\u4eee\u5b9a\u3092\u8986\u3059\u3082\u306e\u3067\u3042\u308b\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>CoT\u306e\u52b9\u679c\u306f\u9650\u5b9a\u7684\uff1a <\/strong>\u3053\u308c\u307e\u3067\u306e\u4e3b\u5f35\u3068\u306f\u7570\u306a\u308a\u3001CoT\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u3001\u63d0\u4f9b\u3055\u308c\u305f\u4f8b\u304c\u30af\u30a8\u30ea\u554f\u984c\u3068\u6975\u3081\u3066\u985e\u4f3c\u3057\u3066\u3044\u308b\u5834\u5408\u306b\u306e\u307f\u3001\u5927\u5e45\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5411\u4e0a\u3092\u793a\u3057\u305f\u3002\u554f\u984c\u304c\u4f8b\u984c\u306b\u793a\u3055\u308c\u305f\u6b63\u78ba\u306a\u5f62\u5f0f\u304b\u3089\u5916\u308c\u308b\u3068\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u6025\u6fc0\u306b\u4f4e\u4e0b\u3057\u305f\u3002<\/p><\/li><li><p><strong>\u6025\u901f\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u4f4e\u4e0b\uff1a<\/strong> \u554f\u984c\u306e\u8907\u96d1\u3055\u304c\u5897\u3059\u306b\u3064\u308c\u3066\uff08\u95a2\u4fc2\u3059\u308b\u30d6\u30ed\u30c3\u30af\u306e\u6570\u3067\u6e2c\u5b9a\uff09\u3001\u4f7f\u7528\u3055\u308c\u305fCoT\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u95a2\u4fc2\u306a\u304f\u3001\u3059\u3079\u3066\u306e\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u5287\u7684\u306b\u4f4e\u4e0b\u3057\u305f\u3002\u3053\u308c\u306f\u3001LLM\u304c\u5358\u7d14\u306a\u4f8b\u3067\u793a\u3055\u308c\u305f\u63a8\u8ad6\u3092\u3001\u3088\u308a\u8907\u96d1\u306a\u30b7\u30ca\u30ea\u30aa\u306b\u62e1\u5f35\u3059\u308b\u306e\u306b\u82e6\u52b4\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u5506\u3057\u3066\u3044\u308b\u3002<\/p><\/li><li><p><strong>\u4e00\u822c\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u7121\u52b9\u6027\uff1a<\/strong> \u610f\u5916\u306a\u3053\u3068\u306b\u3001\u3088\u308a\u4e00\u822c\u7684\u306aCoT\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u3001\u63a8\u8ad6\u4f8b\u306e\u306a\u3044\u6a19\u6e96\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3088\u308a\u3082\u6210\u7e3e\u304c\u60aa\u3044\u3053\u3068\u304c\u591a\u304b\u3063\u305f\u3002\u3053\u308c\u306f\u3001CoT\u304cLLM\u306e\u4e00\u822c\u5316\u53ef\u80fd\u306a\u554f\u984c\u89e3\u6c7a\u30b9\u30c8\u30e9\u30c6\u30b8\u30fc\u306e\u5b66\u7fd2\u306b\u5f79\u7acb\u3064\u3068\u3044\u3046\u8003\u3048\u3068\u77db\u76fe\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u7279\u7570\u6027\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\uff1a<\/strong> \u3053\u306e\u7814\u7a76\u3067\u306f\u3001\u975e\u5e38\u306b\u5177\u4f53\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u9ad8\u3044\u7cbe\u5ea6\u3092\u9054\u6210\u3067\u304d\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u304c\u3001\u305d\u308c\u306f\u975e\u5e38\u306b\u72ed\u3044\u554f\u984c\u306e\u30b5\u30d6\u30bb\u30c3\u30c8\u306b\u304a\u3044\u3066\u306e\u307f\u3067\u3042\u3063\u305f\u3002\u3053\u306e\u3053\u3068\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u9069\u7528\u53ef\u80fd\u6027\u3068\u306e\u9593\u306b\u92ed\u3044\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u3042\u308b\u3053\u3068\u3092\u6d6e\u304d\u5f6b\u308a\u306b\u3057\u3066\u3044\u308b\u3002<\/p><\/li><li><p><strong>\u771f\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u5b66\u7fd2\u306e\u6b20\u5982\uff1a<\/strong> \u3053\u306e\u7d50\u679c\u306f\u3001LLM\u304cCoT\u306e\u4f8b\u984c\u304b\u3089\u4e00\u822c\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u9069\u7528\u65b9\u6cd5\u3092\u5b66\u3093\u3067\u3044\u306a\u3044\u3053\u3068\u3092\u5f37\u304f\u793a\u5506\u3057\u3066\u3044\u308b\u3002\u305d\u306e\u4ee3\u308f\u308a\u306b\u3001LLM\u306f\u30d1\u30bf\u30fc\u30f3\u30de\u30c3\u30c1\u30f3\u30b0\u306b\u983c\u3063\u3066\u3044\u308b\u3088\u3046\u3060\u304c\u3001\u3053\u308c\u306f\u65b0\u3057\u3044\u554f\u984c\u3084\u3088\u308a\u8907\u96d1\u306a\u554f\u984c\u306b\u76f4\u9762\u3059\u308b\u3068\u3059\u3050\u306b\u7834\u7dbb\u3057\u3066\u3057\u307e\u3046\u3002<\/p><\/li>\n<\/ol>\n\n\n<p>\u3053\u308c\u3089\u306e\u77e5\u898b\u306f\u3001CoT\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6d3b\u7528\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308bAI\u306e\u5c02\u9580\u5bb6\u3084\u4f01\u696d\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u610f\u5473\u3092\u6301\u3064\u3002CoT\u306f\u7279\u5b9a\u306e\u72ed\u3044\u30b7\u30ca\u30ea\u30aa\u3067\u306f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u304c\u3001\u591a\u304f\u306e\u4eba\u304c\u671f\u5f85\u3057\u3066\u3044\u305f\u8907\u96d1\u306a\u63a8\u8ad6\u30bf\u30b9\u30af\u306e\u4e07\u80fd\u85ac\u306b\u306f\u306a\u3089\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3092\u793a\u5506\u3057\u3066\u3044\u308b\u3002 <\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/2a9ff0a4-4f7d-4c79-abac-6b08616425a9.png\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Beyond_Blocksworld_Extending_the_Investigation\"><\/span>\u30d6\u30ed\u30c3\u30af\u30ef\u30fc\u30eb\u30c9\u3092\u8d8a\u3048\u3066\u8abf\u67fb\u3092\u62e1\u5f35\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u767a\u898b\u304cBlocksworld\u306e\u30c9\u30e1\u30a4\u30f3\u306b\u9650\u5b9a\u3055\u308c\u306a\u3044\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u3001\u3053\u308c\u307e\u3067\u306eCoT\u7814\u7a76\u3067\u3088\u304f\u4f7f\u308f\u308c\u3066\u304d\u305f\u3044\u304f\u3064\u304b\u306e\u5408\u6210\u554f\u984c\u30c9\u30e1\u30a4\u30f3\u306b\u8abf\u67fb\u3092\u62e1\u5927\u3057\u305f\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\u30b3\u30a4\u30f3\u30d5\u30ea\u30c3\u30d7<\/strong> \u30b3\u30a4\u30f3\u3092\u4f55\u5ea6\u3082\u3072\u3063\u304f\u308a\u8fd4\u3057\u3066\u3001\u305d\u306e\u72b6\u614b\u3092\u4e88\u6e2c\u3059\u308b\u8ab2\u984c\u3002<\/p><\/li><li><p><strong>LastLetterConcatenation\uff1a<\/strong> \u4e0e\u3048\u3089\u308c\u305f\u5358\u8a9e\u306e\u6700\u5f8c\u306e\u6587\u5b57\u306e\u9023\u7d50\u3092\u5fc5\u8981\u3068\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u51e6\u7406\u30bf\u30b9\u30af\u3002<\/p><\/li><li><p><strong>\u591a\u6bb5\u968e\u7b97\u8853\uff1a<\/strong> \u8907\u96d1\u306a\u7b97\u8853\u5f0f\u306e\u7c21\u7565\u5316\u3092\u542b\u3080\u554f\u984c\u3002<\/p><\/li>\n<\/ol>\n\n\n<p>\u3053\u308c\u3089\u306e\u30c9\u30e1\u30a4\u30f3\u304c\u9078\u3070\u308c\u305f\u306e\u306f\u3001Blocksworld\u3068\u540c\u69d8\u306b\u3001\u8907\u96d1\u3055\u3092\u5897\u3057\u3066\u3044\u304f\u554f\u984c\u306e\u751f\u6210\u304c\u53ef\u80fd\u3060\u304b\u3089\u3067\u3042\u308b\u3002\u3053\u308c\u3089\u306e\u8ffd\u52a0\u5b9f\u9a13\u306e\u7d50\u679c\u306f\u3001Blocksworld\u306e\u7d50\u679c\u3068\u9a5a\u304f\u307b\u3069\u4e00\u81f4\u3057\u305f\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u4e00\u822c\u5316\u306e\u6b20\u5982\uff1a<\/strong> CoT\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u3001\u63d0\u4f9b\u3055\u308c\u305f\u4f8b\u306b\u975e\u5e38\u306b\u985e\u4f3c\u3057\u305f\u554f\u984c\u3067\u306e\u307f\u6539\u5584\u3092\u793a\u3057\u305f\u3002\u554f\u984c\u306e\u8907\u96d1\u3055\u304c\u5897\u3059\u306b\u3064\u308c\u3066\u3001\u6210\u7e3e\u306f\u6025\u901f\u306b\u4f4e\u4e0b\u3057\u3001\u6a19\u6e96\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u540c\u7b49\u304b\u305d\u308c\u4ee5\u4e0b\u306e\u30ec\u30d9\u30eb\u306b\u306a\u3063\u305f\u3002<\/p><\/li><li><p><strong>\u69cb\u6587\u30d1\u30bf\u30fc\u30f3\u30de\u30c3\u30c1\u30f3\u30b0\uff1a<\/strong> LastLetterConcatenation\u30bf\u30b9\u30af\u3067\u306f\u3001CoT\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u89e3\u7b54\u306e\u7279\u5b9a\u306e\u69cb\u6587\u7684\u5074\u9762\uff08\u6b63\u3057\u3044\u6587\u5b57\u306e\u4f7f\u7528\u306a\u3069\uff09\u3092\u6539\u5584\u3057\u305f\u304c\u3001\u5358\u8a9e\u6570\u304c\u5897\u3048\u308b\u306b\u3064\u308c\u3066\u7cbe\u5ea6\u3092\u7dad\u6301\u3067\u304d\u306a\u304b\u3063\u305f\u3002<\/p><\/li><li><p><strong>\u5b8c\u74a7\u306a\u4e2d\u9593\u30b9\u30c6\u30c3\u30d7\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u5931\u6557\uff1a<\/strong> \u7b97\u6570\u306e\u8ab2\u984c\u3067\u306f\u3001\u30e2\u30c7\u30eb\u304c1\u6841\u306e\u6f14\u7b97\u3092\u3059\u3079\u3066\u5b8c\u74a7\u306b\u89e3\u304f\u3053\u3068\u304c\u3067\u304d\u3066\u3082\u3001\u3088\u308a\u9577\u3044\u6f14\u7b97\u306e\u5217\u306b\u6c4e\u5316\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u304b\u3063\u305f\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>\u3053\u308c\u3089\u306e\u7d50\u679c\u306f\u3001\u73fe\u5728\u306eLLM\u306fCoT\u4f8b\u304b\u3089\u771f\u306b\u4e00\u822c\u5316\u53ef\u80fd\u306a\u63a8\u8ad6\u6226\u7565\u3092\u5b66\u7fd2\u3057\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u7d50\u8ad6\u3092\u3055\u3089\u306b\u88dc\u5f37\u3057\u3066\u3044\u308b\u3002\u305d\u306e\u4ee3\u308f\u308a\u306b\u3001\u8868\u9762\u7684\u306a\u30d1\u30bf\u30fc\u30f3\u30de\u30c3\u30c1\u30f3\u30b0\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u304c\u3001\u3053\u308c\u306f\u5b9f\u8a3c\u4f8b\u304b\u3089\u9038\u8131\u3057\u305f\u554f\u984c\u306b\u76f4\u9762\u3057\u305f\u3068\u304d\u306b\u7834\u7dbb\u3059\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Implications_for_AI_Development\"><\/span>AI\u958b\u767a\u3078\u306e\u793a\u5506<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u3053\u306e\u7814\u7a76\u7d50\u679c\u306f\u3001AI\u958b\u767a\u3001\u7279\u306b\u8907\u96d1\u306a\u63a8\u8ad6\u3084\u8a08\u753b\u80fd\u529b\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u53d6\u308a\u7d44\u3080\u4f01\u696d\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u610f\u5473\u3092\u6301\u3064\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>CoT\u306e\u52b9\u679c\u306e\u518d\u8a55\u4fa1\uff1a<\/strong> \u3053\u306e\u7814\u7a76\u306f\u3001CoT\u30d7\u30ed\u30f3\u30d7\u30c8\u304cLLM\u306e\u4e00\u822c\u7684\u306a\u63a8\u8ad6\u80fd\u529b\u3092\u300c\u89e3\u304d\u653e\u3064\u300d\u3068\u3044\u3046\u6982\u5ff5\u306b\u7591\u554f\u3092\u6295\u3052\u304b\u3051\u3066\u3044\u308b\u3002AI\u958b\u767a\u8005\u306f\u3001\u771f\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u601d\u8003\u3084\u65b0\u3057\u3044\u30b7\u30ca\u30ea\u30aa\u3078\u306e\u6c4e\u5316\u3092\u5fc5\u8981\u3068\u3059\u308b\u30bf\u30b9\u30af\u3067CoT\u306b\u983c\u308b\u3053\u3068\u306b\u306f\u614e\u91cd\u3067\u3042\u308b\u3079\u304d\u3067\u3042\u308b\u3002<\/p><\/li><li><p><strong>\u73fe\u5728\u306eLLM\u306e\u9650\u754c\uff1a<\/strong> \u591a\u304f\u306e\u5206\u91ce\u3067\u512a\u308c\u305f\u80fd\u529b\u3092\u767a\u63ee\u3057\u3066\u3044\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u6700\u5148\u7aef\u306eLLM\u306f\u4e00\u8cab\u6027\u306e\u3042\u308b\u6c4e\u5316\u53ef\u80fd\u306a\u63a8\u8ad6\u306b\u82e6\u6226\u3057\u3066\u3044\u308b\u3002\u3053\u306e\u3053\u3068\u306f\u3001\u30ed\u30d0\u30b9\u30c8\u306a\u8a08\u753b\u3084\u591a\u6bb5\u968e\u306e\u554f\u984c\u89e3\u6c7a\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u3001\u5225\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5fc5\u8981\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u5506\u3057\u3066\u3044\u308b\u3002<\/p><\/li><li><p><strong>\u8fc5\u901f\u306a\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u30b3\u30b9\u30c8\uff1a <\/strong>\u7279\u7570\u6027\u306e\u9ad8\u3044CoT\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u3001\u72ed\u3044\u7bc4\u56f2\u306e\u554f\u984c\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066\u306f\u826f\u3044\u7d50\u679c\u3092\u3082\u305f\u3089\u3059\u304c\u3001\u7279\u306b\u4e00\u822c\u5316\u53ef\u80fd\u6027\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u8003\u3048\u308b\u3068\u3001\u3053\u306e\u3088\u3046\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u4eba\u7684\u52b4\u529b\u306f\u3001\u305d\u306e\u5229\u70b9\u3092\u4e0a\u56de\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p><\/li><li><p><strong>\u8a55\u4fa1\u6307\u6a19\u306e\u518d\u8003\uff1a<\/strong> \u3053\u306e\u7814\u7a76\u306f\u3001\u69d8\u3005\u306a\u8907\u96d1\u3055\u3068\u69cb\u9020\u3092\u6301\u3064\u554f\u984c\u3067AI\u30e2\u30c7\u30eb\u3092\u30c6\u30b9\u30c8\u3059\u308b\u3053\u3068\u306e\u91cd\u8981\u6027\u3092\u5f37\u8abf\u3057\u3066\u3044\u308b\u3002\u9759\u7684\u306a\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u3060\u3051\u306b\u983c\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306e\u771f\u306e\u63a8\u8ad6\u80fd\u529b\u3092\u904e\u5927\u8a55\u4fa1\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p><\/li><li><p><strong>\u8a8d\u8b58\u3068\u73fe\u5b9f\u306e\u30ae\u30e3\u30c3\u30d7<\/strong> \u4e00\u822c\u7684\u306a\u8a00\u8aac\u3067\u306f\u3057\u3070\u3057\u3070\u64ec\u4eba\u5316\u3055\u308c\u308b\uff09LLM\u306e\u63a8\u8ad6\u80fd\u529b\u306e\u8a8d\u8b58\u3068\u3001\u3053\u306e\u7814\u7a76\u3067\u5b9f\u8a3c\u3055\u308c\u305f\u5b9f\u969b\u306e\u80fd\u529b\u3068\u306e\u9593\u306b\u306f\u5927\u304d\u306a\u98df\u3044\u9055\u3044\u304c\u3042\u308b\u3002<\/p><\/li>\n<\/ol>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Recommendations_for_AI_Practitioners\"><\/span>AI\u5b9f\u52d9\u8005\u3078\u306e\u63d0\u8a00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u3053\u306e\u3088\u3046\u306a\u6d1e\u5bdf\u306b\u57fa\u3065\u304d\u3001LLM\u3068\u5354\u50cd\u3059\u308bAI\u306e\u5b9f\u52d9\u5bb6\u3084\u4f01\u696d\u306b\u5bfe\u3059\u308b\u4e3b\u306a\u63d0\u8a00\u3092\u4ee5\u4e0b\u306b\u793a\u3059\uff1a<\/p>\n\n\n<p><strong><u>\u53b3\u683c\u306a\u8a55\u4fa1\u306e\u5b9f\u8df5\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u3055\u307e\u3056\u307e\u306a\u8907\u96d1\u3055\u306e\u554f\u984c\u3092\u751f\u6210\u3067\u304d\u308b\u30c6\u30b9\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u5b9f\u88c5\u3059\u308b\u3002<\/p><\/li><li><p>\u9759\u7684\u306a\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u3084\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3060\u3051\u306b\u983c\u3089\u306a\u3044\u3053\u3068\u3002<\/p><\/li><li><p>\u771f\u306e\u6c4e\u5316\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u3001\u3055\u307e\u3056\u307e\u306a\u554f\u984c\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u306b\u308f\u305f\u3063\u3066\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8a55\u4fa1\u3059\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<p><strong><u>CoT\u3078\u306e\u73fe\u5b9f\u7684\u306a\u671f\u5f85\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>CoT\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u4e00\u822c\u5316\u306e\u9650\u754c\u3092\u7406\u89e3\u3057\u305f\u4e0a\u3067\u3001\u614e\u91cd\u306b\u4f7f\u7528\u3059\u308b\u3002<\/p><\/li><li><p>CoT\u306b\u3088\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a\u306f\u3001\u72ed\u3044\u554f\u984c\u30bb\u30c3\u30c8\u306b\u9650\u3089\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p><\/li><li><p>\u8fc5\u901f\u306a\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u52b4\u529b\u3068\u6f5c\u5728\u7684\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a\u3068\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u8003\u616e\u3059\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<p><strong><u>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30fb\u30a2\u30d7\u30ed\u30fc\u30c1\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u8907\u96d1\u306a\u63a8\u8ad6\u30bf\u30b9\u30af\u306b\u3064\u3044\u3066\u306f\u3001LLM\u3092\u5f93\u6765\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\u3084\u7279\u5316\u3057\u305f\u63a8\u8ad6\u30e2\u30b8\u30e5\u30fc\u30eb\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3092\u691c\u8a0e\u3059\u308b\u3002<\/p><\/li><li><p>LLM\u306e\u5f31\u70b9\u3067\u3042\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u63a8\u8ad6\u3092\u88dc\u3044\u3064\u3064\u3001LLM\u306e\u9577\u6240\uff08\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\u306a\u3069\uff09\u3092\u6d3b\u7528\u3067\u304d\u308b\u65b9\u6cd5\u3092\u63a2\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<p><strong><u>AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u900f\u660e\u6027\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u7279\u306b\u63a8\u8ad6\u3084\u8a08\u753b\u4f5c\u696d\u3092\u4f34\u3046\u5834\u5408\u306b\u306f\u3001AI\u30b7\u30b9\u30c6\u30e0\u306e\u9650\u754c\u3092\u660e\u78ba\u306b\u4f1d\u3048\u308b\u3002<\/p><\/li><li><p>\u7279\u306b\u30bb\u30fc\u30d5\u30c6\u30a3\u30fb\u30af\u30ea\u30c6\u30a3\u30ab\u30eb\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u3001\u5927\u304d\u306a\u30ea\u30b9\u30af\u3092\u4f34\u3046\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001LLM\u306e\u80fd\u529b\u3092\u904e\u5927\u8a55\u4fa1\u3057\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<p><strong><u>\u7814\u7a76\u958b\u767a\u306e\u7d99\u7d9a\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>AI\u30b7\u30b9\u30c6\u30e0\u306e\u771f\u306e\u63a8\u8ad6\u80fd\u529b\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u305f\u7814\u7a76\u306b\u6295\u8cc7\u3059\u308b\u3002<\/p><\/li><li><p>\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001\u3088\u308a\u30ed\u30d0\u30b9\u30c8\u306a\u6c4e\u5316\u3092\u3082\u305f\u3089\u3059\u53ef\u80fd\u6027\u306e\u3042\u308b\u4ee3\u66ff\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3084\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5\u3092\u63a2\u6c42\u3059\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<p><strong><u>\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u5fae\u8abf\u6574\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u72ed\u304f\u3066\u660e\u78ba\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u554f\u984c\u9818\u57df\u306b\u3064\u3044\u3066\u306f\u3001\u9818\u57df\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3068\u63a8\u8ad6\u30d1\u30bf\u30fc\u30f3\u306b\u57fa\u3065\u3044\u3066\u30e2\u30c7\u30eb\u3092\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u3092\u691c\u8a0e\u3059\u308b\u3002<\/p><\/li><li><p>\u3053\u306e\u3088\u3046\u306a\u5fae\u8abf\u6574\u306f\u3001\u30c9\u30e1\u30a4\u30f3\u5185\u3067\u306f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u304c\u3001\u30c9\u30e1\u30a4\u30f3\u5916\u3067\u306f\u4e00\u822c\u5316\u3057\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3088\u3046\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>\u3053\u308c\u3089\u306e\u63d0\u8a00\u306b\u5f93\u3046\u3053\u3068\u3067\u3001AI\u5b9f\u52d9\u8005\u306f\u3001\u73fe\u5728\u306eLLM\u306e\u63a8\u8ad6\u80fd\u529b\u3092\u904e\u5927\u8a55\u4fa1\u3059\u308b\u3053\u3068\u306b\u4f34\u3046\u6f5c\u5728\u7684\u306a\u843d\u3068\u3057\u7a74\u3092\u56de\u907f\u3057\u306a\u304c\u3089\u3001\u3088\u308a\u5805\u7262\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u672c\u7814\u7a76\u304b\u3089\u5f97\u3089\u308c\u305f\u77e5\u898b\u306f\u3001\u6025\u901f\u306b\u767a\u5c55\u3059\u308bAI\u5206\u91ce\u306b\u304a\u3044\u3066\u3001\u6279\u5224\u7684\u8a55\u4fa1\u3068\u73fe\u5b9f\u7684\u8a55\u4fa1\u306e\u91cd\u8981\u6027\u3092\u518d\u8a8d\u8b58\u3055\u305b\u308b\u8cb4\u91cd\u306a\u3082\u306e\u3068\u306a\u3063\u305f\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Bottom_Line\"><\/span><strong>\u7d50\u8ad6<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u8a08\u753b\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u601d\u8003\u9023\u9396\u578b\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u95a2\u3059\u308b\u3053\u306e\u753b\u671f\u7684\u306a\u7814\u7a76\u306f\u3001LLM\u80fd\u529b\u306b\u5bfe\u3059\u308b\u6211\u3005\u306e\u7406\u89e3\u306b\u6311\u6226\u3057\u3001\u73fe\u5728\u306eAI\u958b\u767a\u624b\u6cd5\u306e\u518d\u8a55\u4fa1\u3092\u4fc3\u3059\u3082\u306e\u3067\u3042\u308b\u3002\u8907\u96d1\u306a\u554f\u984c\u3078\u306e\u4e00\u822c\u5316\u306b\u304a\u3051\u308bCoT\u306e\u9650\u754c\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3053\u3068\u3067\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u3088\u308a\u53b3\u5bc6\u306a\u30c6\u30b9\u30c8\u3068\u73fe\u5b9f\u7684\u306a\u671f\u5f85\u306e\u5fc5\u8981\u6027\u3092\u5f37\u8abf\u3057\u3066\u3044\u308b\u3002 <\/p>\n\n\n<p>AI\u5b9f\u52d9\u8005\u3084\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u3053\u308c\u3089\u306e\u77e5\u898b\u306f\u3001LLM\u306e\u5f37\u307f\u3092\u7279\u5316\u3057\u305f\u63a8\u8ad6\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u6295\u8cc7\u3059\u308b\u3053\u3068\u3001AI\u30b7\u30b9\u30c6\u30e0\u306e\u9650\u754c\u306b\u3064\u3044\u3066\u900f\u660e\u6027\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u306e\u91cd\u8981\u6027\u3092\u6d6e\u304d\u5f6b\u308a\u306b\u3057\u3066\u3044\u308b\u3002\u4eca\u5f8c\u3001AI\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306f\u3001\u30d1\u30bf\u30fc\u30f3\u30de\u30c3\u30c1\u30f3\u30b0\u3068\u771f\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u63a8\u8ad6\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u65b0\u3057\u3044\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5\u306e\u958b\u767a\u306b\u6ce8\u529b\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\u3053\u306e\u7814\u7a76\u306f\u3001LLM\u304c\u76ee\u899a\u307e\u3057\u3044\u9032\u6b69\u3092\u9042\u3052\u305f\u4e00\u65b9\u3067\u3001\u4eba\u9593\u306e\u3088\u3046\u306a\u63a8\u8ad6\u80fd\u529b\u3092\u9054\u6210\u3059\u308b\u3053\u3068\u306f\u3001AI\u306e\u7814\u7a76\u958b\u767a\u306b\u304a\u3044\u3066\u73fe\u5728\u9032\u884c\u4e2d\u306e\u8ab2\u984c\u3067\u3042\u308b\u3053\u3068\u3092\u601d\u3044\u8d77\u3053\u3055\u305b\u308b\u3082\u306e\u3067\u3042\u308b\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>Chain-of-Thought (CoT) prompting has been hailed as a breakthrough in unlocking the reasoning capabilities of large language models (LLMs). This technique, which involves providing step-by-step reasoning examples to guide LLMs, has garnered significant attention in the AI community. Many researchers and practitioners have claimed that CoT prompting allows LLMs to tackle complex reasoning tasks more effectively, potentially bridging the gap between machine computation and human-like problem-solving. However, a recent paper titled &#8220;Chain of Thoughtlessness? An Analysis of CoT in Planning&#8221; challenges these optimistic claims. This research paper, focusing on planning tasks, provides a critical examination of CoT prompting&#8217;s effectiveness and generalizability. As AI practitioners, it&#8217;s crucial to understand these findings [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":13048,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[100,67,119],"tags":[],"class_list":["post-12994","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-generative-ai","category-ml-nlp","category-prompt-engineering"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI Research Paper Summarized: &quot;Chain of Thought(lessness)?&quot; Prompting - Skim AI<\/title>\n<meta name=\"description\" content=\"Explore the limitations of Chain-of-Thought prompting in LLMs as revealed by recent research. 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