{"id":13060,"date":"2024-09-19T23:44:34","date_gmt":"2024-09-20T04:44:34","guid":{"rendered":"http:\/\/skimai.com\/?p=13060"},"modified":"2024-09-19T23:44:34","modified_gmt":"2024-09-20T04:44:34","slug":"%ec%9a%b0%eb%a6%ac%eb%8a%94-%ec%83%9d%ea%b0%81%ec%9d%98-%ec%82%ac%ec%8a%ac%ec%9d%84-%eb%8b%a4%ec%8b%9c-%ec%83%9d%ea%b0%81%ed%95%b4%ec%95%bc-%ed%95%a9%eb%8b%88%eb%8b%a4-%ec%95%84%ec%9d%b4%ec%9c%a0-68","status":"publish","type":"post","link":"https:\/\/skimai.com\/ko\/we-need-to-rethink-chain-of-thought-cot-prompting-aiyou-68\/","title":{"rendered":"AI&amp;YOU #68\uc744 \ucd09\ubc1c\ud558\ub294 \uc0dd\uac01\uc758 \uc0ac\uc2ac(CoT)\uc5d0 \ub300\ud574 \ub2e4\uc2dc \uc0dd\uac01\ud574\uc57c \ud569\ub2c8\ub2e4."},"content":{"rendered":"<p><strong>\uae08\uc8fc\uc758 \ud1b5\uacc4:<\/strong> \uc81c\ub85c\uc0f7 CoT \uc131\ub2a5\uc740 GPT-4-Turbo\uc758 \uacbd\uc6b0 5.55%, Claude-3-Opus\uc758 \uacbd\uc6b0 8.51%, GPT-4\uc758 \uacbd\uc6b0 4.44%\uc5d0 \ubd88\uacfc\ud588\uc2b5\ub2c8\ub2e4. (\"\uc0ac\ub824 \uae4a\uc9c0 \ubabb\ud55c \uc5f0\uc1c4?\" \ub17c\ubb38)<\/p>\n\n\n<p>\uc0dd\uac01\uc758 \uc5f0\uc1c4(CoT) \ud504\ub86c\ud504\ud2b8\ub294 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc758 \ucd94\ub860 \ub2a5\ub825\uc744 \ub04c\uc5b4\uc62c\ub9ac\ub294 \ub370 \uc788\uc5b4 \ud68d\uae30\uc801\uc778 \uae30\uc220\ub85c \ud658\uc601\ubc1b\uc544\uc654\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ucd5c\uadfc \uc5f0\uad6c\uc5d0\uc11c \uc774\ub7ec\ud55c \uc8fc\uc7a5\uc5d0 \uc774\uc758\ub97c \uc81c\uae30\ud558\uba70 \uc774 \uae30\uc220\uc744 \uc7ac\uac80\ud1a0\ud574\uc57c \ud55c\ub2e4\ub294 \uc8fc\uc7a5\uc774 \uc81c\uae30\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p><strong>\uc774\ubc88 \uc8fc AI&amp;YOU\uc5d0\uc11c\ub294 \uc774 \uc8fc\uc81c\uc5d0 \ub300\ud574 \uac8c\uc2dc\ud55c \uc138 \uac1c\uc758 \ube14\ub85c\uadf8\uc5d0\uc11c \uc5bb\uc740 \uc778\uc0ac\uc774\ud2b8\ub97c \uc0b4\ud3b4\ubd05\ub2c8\ub2e4:<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/%ec%83%9d%ea%b0%81%ec%9d%98-%ec%82%ac%ec%8a%ac%ec%9d%b4%eb%9e%80-%eb%ac%b4%ec%97%87%ec%9d%b8%ea%b0%80%ec%9a%94\/\">\uc0dd\uac01\uc758 \uc0ac\uc2ac(CoT) \ud504\ub86c\ud504\ud2b8\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/a><\/p><\/li><li><p><a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/ai-%ec%97%b0%ea%b5%ac-%eb%85%bc%eb%ac%b8-%ec%9a%94%ec%95%bd-%ec%83%9d%ea%b0%81%ec%9d%98-%ec%97%b0%ec%87%84%ec%a0%81-%ea%b0%90%ec%86%8c-%ed%94%84%eb%a1%ac%ed%94%84%ed%8a%b8\/\">AI \uc5f0\uad6c \ub17c\ubb38 \ubd84\uc11d: \"\uc0dd\uac01\uc758 \uc5f0\uc1c4?\"<\/a><\/p><\/li><li><p><a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/ai-%ec%84%b1%eb%8a%a5-%ea%b7%b9%eb%8c%80%ed%99%94%eb%a5%bc-%ec%9c%84%ed%95%9c-10%ea%b0%80%ec%a7%80-llm-%ed%94%84%eb%a1%ac%ed%94%84%ed%8a%b8-%ea%b8%b0%ec%88%a0\/\">LLM\uc744 \uc704\ud55c 10\uac00\uc9c0 \ucd5c\uace0\uc758 \ud504\ub86c\ud504\ud2b8 \uae30\uc220<\/a><\/p><\/li>\n<\/ul>\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\">\ubaa9\ucc28<\/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=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\ud1a0\uae00<\/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' ><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ko\/we-need-to-rethink-chain-of-thought-cot-prompting-aiyou-68\/#We_need_to_rethink_chain-of-thought_CoT_prompting_AI_YOU_68\" >AI&amp;YOU #68\uc744 \ucd09\ubc1c\ud558\ub294 \uc0dd\uac01\uc758 \uc0ac\uc2ac(CoT)\uc5d0 \ub300\ud574 \ub2e4\uc2dc \uc0dd\uac01\ud574\uc57c \ud569\ub2c8\ub2e4.<\/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\/ko\/we-need-to-rethink-chain-of-thought-cot-prompting-aiyou-68\/#How_CoT_Works\" >CoT \uc791\ub3d9 \ubc29\uc2dd<\/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\/ko\/we-need-to-rethink-chain-of-thought-cot-prompting-aiyou-68\/#Types_of_CoT_Prompting\" >CoT \ud504\ub86c\ud504\ud2b8\uc758 \uc720\ud615<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ko\/we-need-to-rethink-chain-of-thought-cot-prompting-aiyou-68\/#AI_Research_Paper_Breakdown_%E2%80%9CChain_of_Thoughtlessness%E2%80%9D\" >AI \uc5f0\uad6c \ub17c\ubb38 \ubd84\uc11d: \"\uc0dd\uac01\uc758 \uc5f0\uc1c4?\"<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ko\/we-need-to-rethink-chain-of-thought-cot-prompting-aiyou-68\/#Key_Findings_Unveiled\" >\uc8fc\uc694 \uc870\uc0ac \uacb0\uacfc \uacf5\uac1c<\/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\/ko\/we-need-to-rethink-chain-of-thought-cot-prompting-aiyou-68\/#Implications_for_AI_Development\" >AI \uac1c\ubc1c\uc5d0 \ub300\ud55c \uc2dc\uc0ac\uc810<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ko\/we-need-to-rethink-chain-of-thought-cot-prompting-aiyou-68\/#Recommendations_for_AI_Practitioners\" >AI \uc2e4\ubb34\uc790\ub97c \uc704\ud55c \uad8c\uc7a5 \uc0ac\ud56d:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ko\/we-need-to-rethink-chain-of-thought-cot-prompting-aiyou-68\/#10_Best_Prompting_Techniques_for_LLMs\" >LLM\uc744 \uc704\ud55c 10\uac00\uc9c0 \ucd5c\uace0\uc758 \ud504\ub86c\ud504\ud2b8 \uae30\uc220<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ko\/we-need-to-rethink-chain-of-thought-cot-prompting-aiyou-68\/#Thank_you_for_taking_the_time_to_read_AI_YOU\" >\uc2dc\uac04\uc744 \ub0b4\uc5b4 AI &amp; YOU\ub97c \uc77d\uc5b4\uc8fc\uc154\uc11c \uac10\uc0ac\ud569\ub2c8\ub2e4!<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"We_need_to_rethink_chain-of-thought_CoT_prompting_AI_YOU_68\"><\/span><strong>AI&amp;YOU #68\uc744 \ucd09\ubc1c\ud558\ub294 \uc0dd\uac01\uc758 \uc0ac\uc2ac(CoT)\uc5d0 \ub300\ud574 \ub2e4\uc2dc \uc0dd\uac01\ud574\uc57c \ud569\ub2c8\ub2e4.<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubc0f \uc0dd\uc131 \ubd84\uc57c\uc5d0\uc11c \ub180\ub77c\uc6b4 \ub2a5\ub825\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ubcf5\uc7a1\ud55c \ucd94\ub860 \uc791\uc5c5\uc5d0 \uc9c1\uba74\ud558\uba74 \uc774\ub7ec\ud55c \ubaa8\ub378\uc740 \uc815\ud655\ud558\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubc14\ub85c \uc774 \ubd80\ubd84\uc5d0\uc11c LLM\uc758 \ubb38\uc81c \ud574\uacb0 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\ub294 \uae30\uc220\uc778 \uc5f0\uc1c4 \uc0ac\uace0(CoT) \ud504\ub86c\ud504\ud2b8\uac00 \ub4f1\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n\n\n<p>\uace0\uae09 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/%ed%94%84%eb%a1%ac%ed%94%84%ed%8a%b8-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a7%81%ec%9d%b4%eb%9e%80\/\">\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/a> \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e8\uacc4\ubcc4 \ucd94\ub860 \uacfc\uc815\uc744 \ud1b5\ud574 LLM\uc744 \uc548\ub0b4\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc9c1\uc811\uc801\uc778 \ub2f5\ubcc0\uc744 \ubaa9\ud45c\ub85c \ud558\ub294 \ud45c\uc900 \ud504\ub86c\ud504\ud2b8 \ubc29\uc2dd\uacfc \ub2ec\ub9ac CoT \ud504\ub86c\ud504\ud2b8\ub294 \ubaa8\ub378\uc774 \ucd5c\uc885 \ub2f5\ubcc0\uc5d0 \ub3c4\ub2ec\ud558\uae30 \uc804\uc5d0 \uc911\uac04 \ucd94\ub860 \ub2e8\uacc4\ub97c \uc0dd\uc131\ud558\ub3c4\ub85d \uad8c\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n\n\n<p>CoT \ud504\ub86c\ud504\ud2b8\uc758 \ud575\uc2ec\uc740 \ubaa8\ub378\uc5d0\uc11c \ub17c\ub9ac\uc801\uc778 \uc0ac\uace0 \uc21c\uc11c\ub97c \uc774\ub04c\uc5b4\ub0b4\ub294 \ubc29\uc2dd\uc73c\ub85c \uc785\ub825 \ud504\ub86c\ud504\ud2b8\ub97c \uad6c\uc870\ud654\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. CoT\ub294 \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \uad00\ub9ac\ud558\uae30 \uc26c\uc6b4 \uc791\uc740 \ub2e8\uacc4\ub85c \uc138\ubd84\ud654\ud568\uc73c\ub85c\uc368 LLM\uc774 \ubcf5\uc7a1\ud55c \ucd94\ub860 \uacbd\ub85c\ub97c \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc73c\ub85c \ud0d0\uc0c9\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/b09a9a44-caab-4b70-ab0b-37bcbf039925.png\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_CoT_Works\"><\/span>CoT \uc791\ub3d9 \ubc29\uc2dd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>CoT \ud504\ub86c\ud504\ud2b8\uc758 \ud575\uc2ec\uc740 \ucd5c\uc885 \ub2f5\ubcc0\uc5d0 \ub3c4\ub2ec\ud558\uae30 \uc804\uc5d0 \uc77c\ub828\uc758 \uc911\uac04 \ucd94\ub860 \ub2e8\uacc4\ub97c \ud1b5\ud574 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc548\ub0b4\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774 \ud504\ub85c\uc138\uc2a4\uc5d0\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\ubb38\uc81c \ubd84\ud574:<\/strong> \ubcf5\uc7a1\ud55c \uc791\uc5c5\uc740 \uad00\ub9ac\ud558\uae30 \uc26c\uc6b4 \uc791\uc740 \ub2e8\uacc4\ub85c \uc138\ubd84\ud654\ub429\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ub2e8\uacc4\ubcc4 \ucd94\ub860:<\/strong> \ubaa8\ub378\uc5d0 \uac01 \ub2e8\uacc4\ub97c \uba85\uc2dc\uc801\uc73c\ub85c \uc0dd\uac01\ud558\ub77c\ub294 \uba54\uc2dc\uc9c0\uac00 \ud45c\uc2dc\ub429\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ub17c\ub9ac\uc801 \uc9c4\ud589:<\/strong> \uac01 \ub2e8\uacc4\ub294 \uc774\uc804 \ub2e8\uacc4\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uc5ec \uc0dd\uac01\uc758 \uc5f0\uc1c4\ub97c \ub9cc\ub4e4\uc5b4\ub0c5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uacb0\ub860 \ub3c4\ucd9c:<\/strong> \ucd5c\uc885 \ub2f5\uc740 \ub204\uc801\ub41c \ucd94\ub860 \ub2e8\uacc4\ub97c \ud1b5\ud574 \ub3c4\ucd9c\ub429\ub2c8\ub2e4.<\/p><\/li>\n<\/ol>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Types_of_CoT_Prompting\"><\/span>CoT \ud504\ub86c\ud504\ud2b8\uc758 \uc720\ud615<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\uc0dd\uac01\uc758 \uc5f0\uc1c4 \ud504\ub86c\ud504\ud2b8\ub294 \ub2e4\uc591\ud55c \ubc29\uc2dd\uc73c\ub85c \uad6c\ud604\ud560 \uc218 \uc788\uc73c\uba70, \ub450 \uac00\uc9c0 \uc8fc\uc694 \uc720\ud615\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\uc81c\ub85c \uc0f7 CoT:<\/strong> \uc81c\ub85c \uc0f7 CoT\uc5d0\ub294 \uc791\uc5c5\ubcc4 \uc608\uc81c\uac00 \ud544\uc694\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ub300\uc2e0 \"\ub2e8\uacc4\ubcc4\ub85c \uc811\uadfc\ud574 \ubd05\uc2dc\ub2e4\"\uc640 \uac19\uc740 \uac04\ub2e8\ud55c \ud504\ub86c\ud504\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc774 \ucd94\ub860 \uacfc\uc815\uc744 \uc138\ubd84\ud654\ud558\ub3c4\ub85d \uc720\ub3c4\ud569\ub2c8\ub2e4(****).<\/p><\/li><li><p><strong>\uba87 \uc0f7 CoT:<\/strong> \uba87 \uc0f7 CoT\ub294 \ubaa8\ub378\uc5d0 \uc6d0\ud558\ub294 \ucd94\ub860 \uacfc\uc815\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uc18c\uc218\uc758 \uc608\uc81c\ub97c \uc81c\uacf5\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc608\uc81c\ub294 \ubcf4\uc774\uc9c0 \uc54a\ub294 \uc0c8\ub85c\uc6b4 \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \ub54c \ubaa8\ub378\uc774 \ub530\ub77c\uc57c \ud560 \ud15c\ud50c\ub9bf \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p><\/li>\n<\/ol>\n\n\n<p><strong><u>\uc81c\ub85c \uc0f7 CoT<\/u><\/strong><\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/275993ad-9125-47d7-86b8-db87250913d6.png\" \/>\n<\/figure>\n\n\n<p><strong><u>\uba87 \uc0f7 CoT<\/u><\/strong><\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/773c3c88-21c2-41b6-be04-4c8a80329933.png\" \/>\n<\/figure>\n\n\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AI_Research_Paper_Breakdown_%E2%80%9CChain_of_Thoughtlessness%E2%80%9D\"><\/span>AI \uc5f0\uad6c \ub17c\ubb38 \ubd84\uc11d: \"\uc0dd\uac01\uc758 \uc5f0\uc1c4?\"<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n<p>\uc774\uc81c CoT \ud504\ub86c\ud504\ud2b8\uac00 \ubb34\uc5c7\uc778\uc9c0 \uc54c\uc558\uc73c\ub2c8, \uc774 \uae30\ub2a5\uc758 \uc7a5\uc810\uc5d0 \ub3c4\uc804\ud558\uace0 \uc2e4\uc81c\ub85c \uc5b8\uc81c \uc720\uc6a9\ud55c\uc9c0\uc5d0 \ub300\ud55c \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud558\ub294 \ucd5c\uadfc \uc5f0\uad6c\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\uc774 \uc5f0\uad6c \ub17c\ubb38\uc740 \"<a rel=\"noopener noreferrer\" href=\"https:\/\/arxiv.org\/pdf\/2405.04776\">\uc0ac\ub824 \uae4a\uc9c0 \ubabb\ud55c \ud589\ub3d9\uc758 \uc5f0\uc1c4? \uae30\ud68d\uc5d0\uc11c\uc758 CoT \ubd84\uc11d,<\/a>'\uc5d0\uc11c\ub294 CoT \ud504\ub86c\ud504\ud2b8\uc758 \ud6a8\uacfc\uc640 \uc77c\ubc18\ud654 \uac00\ub2a5\uc131\uc5d0 \ub300\ud55c \ube44\ud310\uc801\uc778 \uac80\ud1a0\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. AI \uc2e4\ubb34\uc790\ub294 \uc815\uad50\ud55c \ucd94\ub860 \ub2a5\ub825\uc774 \ud544\uc694\ud55c AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud560 \ub54c \uc774\ub7ec\ud55c \uc5f0\uad6c \uacb0\uacfc\uc640 \uadf8 \ud568\uc758\ub97c \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/3ba0bde5-4dd5-4cad-b56e-d84fa715c2d1.png\" \/>\n<\/figure>\n\n\n<p>\uc5f0\uad6c\uc9c4\uc740 \ube14\ub85d\uc2a4\uc6d4\ub4dc\ub77c\ub294 \uace0\uc804\uc801\uc778 \uacc4\ud68d \uc601\uc5ed\uc744 \uc8fc\uc694 \ud14c\uc2a4\ud2b8 \ub300\uc0c1\uc73c\ub85c \uc120\ud0dd\ud588\uc2b5\ub2c8\ub2e4. \ube14\ub85d\uc2a4\uc6d4\ub4dc\uc5d0\uc11c\ub294 \uc77c\ub828\uc758 \uc774\ub3d9 \ub3d9\uc791\uc744 \uc0ac\uc6a9\ud558\uc5ec \ube14\ub85d \uc9d1\ud569\uc744 \ucd08\uae30 \uad6c\uc131\uc5d0\uc11c \ubaa9\ud45c \uad6c\uc131\uc73c\ub85c \uc7ac\ubc30\uce58\ud558\ub294 \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc774 \ub3c4\uba54\uc778\uc740 \ucd94\ub860 \ubc0f \uacc4\ud68d \ub2a5\ub825\uc744 \ud14c\uc2a4\ud2b8\ud558\ub294 \ub370 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p>\ub2e4\uc591\ud55c \ubcf5\uc7a1\uc131\uc744 \uac00\uc9c4 \ubb38\uc81c\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p>\uba85\ud655\ud558\uace0 \uc54c\uace0\ub9ac\uc998\uc801\uc73c\ub85c \uac80\uc99d \uac00\ub2a5\ud55c \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p><\/li><li><p>LLM \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \ub9ce\uc774 \ub098\ud0c0\ub098\uc9c0 \uc54a\uc744 \uac00\ub2a5\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4.<\/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\/96c5ef3f-d5b0-4d8a-af26-92be9c553340.png\" \/>\n<\/figure>\n\n\n<p>\uc774 \uc5f0\uad6c\uc5d0\uc11c\ub294 \uc138 \uac00\uc9c0 \ucd5c\uc2e0 LLM\uc744 \uc870\uc0ac\ud588\uc2b5\ub2c8\ub2e4: GPT-4, Claude-3-Opus, GPT-4-Turbo\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub378\ub4e4\uc740 \ub2e4\uc591\ud55c \ud2b9\uc774\uc131\uc744 \uac00\uc9c4 \ud504\ub86c\ud504\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud14c\uc2a4\ud2b8\ub418\uc5c8\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\uc81c\ub85c \uc0f7 \uc0dd\uac01\uc758 \uc0ac\uc2ac (\uc720\ub2c8\ubc84\uc124):<\/strong> \ud504\ub86c\ud504\ud2b8\uc5d0 \"\ub2e8\uacc4\ubcc4\ub85c \uc0dd\uac01\ud574 \ubd05\uc2dc\ub2e4\"\ub97c \ucd94\uac00\ud558\uae30\ub9cc \ud558\uba74 \ub429\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc9c4\ud589 \uc99d\uba85(PDDL\uc5d0\ub9cc \ud574\ub2f9):<\/strong> \uacc4\ud68d\uc758 \uc815\ud655\uc131\uc5d0 \ub300\ud55c \uc77c\ubc18\uc801\uc778 \uc124\uba85\uc744 \uc608\uc2dc\uc640 \ud568\uaed8 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ube14\ub85d\uc6d4\ub4dc \ubc94\uc6a9 \uc54c\uace0\ub9ac\uc998:<\/strong> \ube14\ub85d\uc6d4\ub4dc \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \uc77c\ubc18\uc801\uc778 \uc54c\uace0\ub9ac\uc998\uc744 \uc2dc\uc5f0\ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc2a4\ud0dc\ud0b9 \ud504\ub86c\ud504\ud2b8:<\/strong> \ube14\ub85d\uc6d4\ub4dc \ubb38\uc81c\uc758 \ud2b9\uc815 \ud558\uc704 \ud074\ub798\uc2a4(\ud14c\uc774\ube14\uc5d0\uc11c \uc2a4\ud0dd\uc73c\ub85c)\uc5d0 \uc9d1\uc911\ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc0ac\uc804 \uc2a4\ud0dc\ud0b9:<\/strong> \ubaa9\ud45c \uc0c1\ud0dc\uc758 \ud2b9\uc815 \uad6c\ubb38 \ud615\uc2dd\uc73c\ub85c \ubc94\uc704\ub97c \ub354 \uc881\ud799\ub2c8\ub2e4.<\/p><\/li>\n<\/ol>\n\n\n<p>\uc5f0\uad6c\uc9c4\uc740 \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud558\ub294 \ubb38\uc81c\uc5d0 \ub300\ud574 \uc774\ub7ec\ud55c \ud504\ub86c\ud504\ud2b8\ub97c \ud14c\uc2a4\ud2b8\ud568\uc73c\ub85c\uc368 LLM\uc774 \uc608\uc2dc\uc5d0\uc11c \ubcf4\uc5ec\uc900 \ucd94\ub860\uc744 \uc5bc\ub9c8\ub098 \uc798 \uc77c\ubc18\ud654\ud560 \uc218 \uc788\ub294\uc9c0 \ud3c9\uac00\ud558\uace0\uc790 \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Key_Findings_Unveiled\"><\/span>\uc8fc\uc694 \uc870\uc0ac \uacb0\uacfc \uacf5\uac1c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\uc774 \uc5f0\uad6c \uacb0\uacfc\ub294 CoT \ud504\ub86c\ud504\ud2b8\uc5d0 \ub300\ud55c \ub9ce\uc740 \uc77c\ubc18\uc801\uc778 \uac00\uc815\uc5d0 \ub3c4\uc804\ud569\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>CoT\uc758 \uc81c\ud55c\uc801\uc778 \ud6a8\uacfc:<\/strong> \uc774\uc804\uc758 \uc8fc\uc7a5\uacfc\ub294 \ub2ec\ub9ac, CoT \ud504\ub86c\ud504\ud2b8\ub294 \uc81c\uacf5\ub41c \uc608\uc81c\uac00 \ucffc\ub9ac \ubb38\uc81c\uc640 \ub9e4\uc6b0 \uc720\uc0ac\ud55c \uacbd\uc6b0\uc5d0\ub9cc \uc131\ub2a5\uc774 \ud06c\uac8c \ud5a5\uc0c1\ub418\ub294 \uac83\uc73c\ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4. \ubb38\uc81c\uac00 \uc608\uc81c\uc5d0 \ud45c\uc2dc\ub41c \uc815\ud655\ud55c \ud615\uc2dd\uc5d0\uc11c \ubc97\uc5b4\ub098\ub294 \uc21c\uac04 \uc131\ub2a5\uc774 \uae09\uaca9\ud788 \ub5a8\uc5b4\uc84c\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uae09\uaca9\ud55c \uc131\ub2a5 \uc800\ud558:<\/strong> \ubb38\uc81c\uc758 \ubcf5\uc7a1\uc131(\uad00\ub828\ub41c \ube14\ub85d\uc758 \uc218\ub85c \uce21\uc815)\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uc0ac\uc6a9\ub41c CoT \ud504\ub86c\ud504\ud2b8\uc5d0 \uad00\uacc4\uc5c6\uc774 \ubaa8\ub4e0 \ubaa8\ub378\uc758 \uc815\ud655\ub3c4\uac00 \uae09\uaca9\ud788 \uac10\uc18c\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub294 LLM\uc774 \uac04\ub2e8\ud55c \uc608\uc81c\uc5d0\uc11c \ubcf4\uc5ec\uc900 \ucd94\ub860\uc744 \ub354 \ubcf5\uc7a1\ud55c \uc2dc\ub098\ub9ac\uc624\ub85c \ud655\uc7a5\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0\uc744 \uacaa\uace0 \uc788\uc74c\uc744 \uc2dc\uc0ac\ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc77c\ubc18 \ud504\ub86c\ud504\ud2b8\uc758 \ube44\ud6a8\uc728\uc131:<\/strong> \ub180\ub78d\uac8c\ub3c4 \uc77c\ubc18\uc801\uc778 CoT \ud504\ub86c\ud504\ud2b8\ub294 \ucd94\ub860 \uc608\uc2dc\uac00 \uc5c6\ub294 \ud45c\uc900 \ud504\ub86c\ud504\ud2b8\ubcf4\ub2e4 \uc131\uc801\uc774 \ub354 \ub5a8\uc5b4\uc9c0\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc558\uc2b5\ub2c8\ub2e4. \uc774\ub294 CoT\uac00 \ud559\uc2b5\uc790\uac00 \uc77c\ubc18\ud654 \uac00\ub2a5\ud55c \ubb38\uc81c \ud574\uacb0 \uc804\ub7b5\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub41c\ub2e4\ub294 \uc0dd\uac01\uacfc \ubaa8\uc21c\ub418\ub294 \uacb0\uacfc\uc785\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ud2b9\uc774\uc131 \ud2b8\ub808\uc774\ub4dc\uc624\ud504:<\/strong> \uc774 \uc5f0\uad6c\uc5d0 \ub530\ub974\uba74 \ub9e4\uc6b0 \uad6c\uccb4\uc801\uc778 \ud504\ub86c\ud504\ud2b8\ub294 \ub192\uc740 \uc815\ud655\ub3c4\ub97c \ub2ec\uc131\ud560 \uc218 \uc788\uc9c0\ub9cc, \uc774\ub294 \ub9e4\uc6b0 \uc881\uc740 \ubb38\uc81c \uc9d1\ud569\uc5d0\uc11c\ub9cc \uac00\ub2a5\ud569\ub2c8\ub2e4. \uc774\ub294 \uc131\ub2a5 \ud5a5\uc0c1\uacfc \ud504\ub86c\ud504\ud2b8\uc758 \uc801\uc6a9 \uac00\ub2a5\uc131 \uc0ac\uc774\uc5d0 \ub69c\ub837\ud55c \uc0c1\ucda9 \uad00\uacc4\uac00 \uc788\uc74c\uc744 \uac15\uc870\ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc9c4\uc815\ud55c \uc54c\uace0\ub9ac\uc998 \ud559\uc2b5\uc758 \ubd80\uc871:<\/strong> \uc774 \uacb0\uacfc\ub294 LLM\uc774 CoT \uc608\uc81c\uc5d0\uc11c \uc77c\ubc18\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \uc808\ucc28\ub97c \uc801\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \ud559\uc2b5\ud558\uc9c0 \uc54a\ub294\ub2e4\ub294 \uac83\uc744 \uac15\ub825\ud558\uac8c \uc2dc\uc0ac\ud569\ub2c8\ub2e4. \ub300\uc2e0 \ud328\ud134 \ub9e4\uce6d\uc5d0 \uc758\uc874\ud558\ub294 \uac83\uc73c\ub85c \ubcf4\uc774\uba70, \uc774\ub294 \uc0c8\ub86d\uac70\ub098 \ub354 \ubcf5\uc7a1\ud55c \ubb38\uc81c\uc5d0 \uc9c1\uba74\ud558\uba74 \ube60\ub974\uac8c \ubb34\ub108\uc9d1\ub2c8\ub2e4.<\/p><\/li>\n<\/ol>\n\n\n<p>\uc774\ub7ec\ud55c \uc5f0\uad6c \uacb0\uacfc\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c CoT \ud504\ub86c\ud504\ud2b8\ub97c \ud65c\uc6a9\ud558\uace0\uc790 \ud558\ub294 AI \uc804\ubb38\uac00\uc640 \uae30\uc5c5\uc5d0\uac8c \uc911\uc694\ud55c \uc2dc\uc0ac\uc810\uc744 \uc90d\ub2c8\ub2e4. CoT\uac00 \ud2b9\uc815 \uc881\uc740 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c\ub294 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc9c0\ub9cc, \ub9ce\uc740 \uc0ac\ub78c\ub4e4\uc774 \uae30\ub300\ud588\ub358 \ubcf5\uc7a1\ud55c \ucd94\ub860 \uc791\uc5c5\uc5d0\ub294 \ub9cc\ubcd1\ud1b5\uce58\uc57d\uc774 \uc544\ub2d0 \uc218 \uc788\uc74c\uc744 \uc2dc\uc0ac\ud569\ub2c8\ub2e4.<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/c76d6112-c7ee-420a-8aa5-67c5b89614b5.png\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Implications_for_AI_Development\"><\/span>AI \uac1c\ubc1c\uc5d0 \ub300\ud55c \uc2dc\uc0ac\uc810<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\uc774 \uc5f0\uad6c \uacb0\uacfc\ub294 \ud2b9\ud788 \ubcf5\uc7a1\ud55c \ucd94\ub860\uc774\ub098 \uacc4\ud68d \ub2a5\ub825\uc774 \ud544\uc694\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud558\ub294 \uae30\uc5c5\uc5d0\uc11c AI \uac1c\ubc1c\uc5d0 \uc911\uc694\ud55c \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>CoT \ud6a8\uacfc \uc7ac\ud3c9\uac00:<\/strong> AI \uac1c\ubc1c\uc790\ub294 \uc9c4\uc815\ud55c \uc54c\uace0\ub9ac\uc998\uc801 \uc0ac\uace0\ub098 \uc0c8\ub85c\uc6b4 \uc2dc\ub098\ub9ac\uc624\uc5d0 \ub300\ud55c \uc77c\ubc18\ud654\uac00 \ud544\uc694\ud55c \uc791\uc5c5\uc5d0 CoT\uc5d0 \uc758\uc874\ud558\ub294 \uac83\uc5d0 \uc8fc\uc758\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ud604\uc7ac LLM\uc758 \ud55c\uacc4:<\/strong> \uac15\ub825\ud55c \uacc4\ud68d\uc774\ub098 \ub2e4\ub2e8\uacc4 \ubb38\uc81c \ud574\uacb0\uc774 \ud544\uc694\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uacbd\uc6b0 \ub2e4\ub978 \uc811\uadfc \ubc29\uc2dd\uc774 \ud544\uc694\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ube44\uc6a9:<\/strong> \ub9e4\uc6b0 \uad6c\uccb4\uc801\uc778 CoT \ud504\ub86c\ud504\ud2b8\ub294 \uc881\uc740 \ubb38\uc81c \uc138\ud2b8\uc5d0 \ub300\ud574 \uc88b\uc740 \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc9c0\ub9cc, \ud2b9\ud788 \uc77c\ubc18\ud654 \uac00\ub2a5\uc131\uc774 \uc81c\ud55c\uc801\uc774\ub77c\ub294 \uc810\uc744 \uace0\ub824\ud558\uba74 \uc774\ub7ec\ud55c \ud504\ub86c\ud504\ud2b8\ub97c \ub9cc\ub4dc\ub294 \ub370 \ud544\uc694\ud55c \uc778\uc801 \ub178\ub825\uc774 \uc774\uc810\uc744 \ub2a5\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ud3c9\uac00 \uc9c0\ud45c \ub2e4\uc2dc \uc0dd\uac01\ud558\uae30:<\/strong> \uc815\uc801 \ud14c\uc2a4\ud2b8 \uc138\ud2b8\uc5d0\ub9cc \uc758\uc874\ud558\uba74 \ubaa8\ub378\uc758 \uc2e4\uc81c \ucd94\ub860 \ub2a5\ub825\uc744 \uacfc\ub300\ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc778\uc2dd\uacfc \ud604\uc2e4 \uc0ac\uc774\uc758 \uac04\uadf9:<\/strong> \uc774 \uc5f0\uad6c\uc5d0\uc11c \uc785\uc99d\ub41c \ubc14\uc640 \uac19\uc774, \ub300\uc911\uc801\uc778 \ub2f4\ub860\uc5d0\uc11c \uc758\uc778\ud654\ub41c LLM\uc758 \uc778\uc9c0\ub41c \ucd94\ub860 \ub2a5\ub825\uacfc \uc2e4\uc81c \ub2a5\ub825 \uc0ac\uc774\uc5d0\ub294 \uc0c1\ub2f9\ud55c \ucc28\uc774\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li>\n<\/ol>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Recommendations_for_AI_Practitioners\"><\/span>AI \uc2e4\ubb34\uc790\ub97c \uc704\ud55c \uad8c\uc7a5 \uc0ac\ud56d:<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\ud3c9\uac00:<\/strong> \ub2e4\uc591\ud55c \ud14c\uc2a4\ud2b8 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uad6c\ud604\ud558\uc5ec \ubb38\uc81c \ubcf5\uc7a1\uc131 \uc804\ubc18\uc5d0 \uac78\uccd0 \uc9c4\uc815\ud55c \uc77c\ubc18\ud654\ub97c \ud3c9\uac00\ud558\uc138\uc694.<\/p><\/li><li><p><strong>CoT \uc0ac\uc6a9\ub7c9:<\/strong> \uc0dd\uac01\uc758 \uc5f0\uc1c4 \ud504\ub86c\ud504\ud2b8\ub294 \uc77c\ubc18\ud654\uc758 \ud55c\uacc4\ub97c \uc778\uc2dd\ud558\uc5ec \uc2e0\uc911\ud558\uac8c \uc801\uc6a9\ud558\uc138\uc694.<\/p><\/li><li><p><strong>\ud558\uc774\ube0c\ub9ac\ub4dc \uc194\ub8e8\uc158<\/strong>: \ubcf5\uc7a1\ud55c \ucd94\ub860 \uc791\uc5c5\uc744 \uc704\ud574 LLM\uc744 \uae30\uc874 \uc54c\uace0\ub9ac\uc998\uacfc \uacb0\ud569\ud558\ub294 \uac83\uc744 \uace0\ub824\ud558\uc138\uc694.<\/p><\/li><li><p><strong>\ud22c\uba85\uc131:<\/strong> \ud2b9\ud788 \ucd94\ub860\uc774\ub098 \uacc4\ud68d \uc791\uc5c5\uc758 \uacbd\uc6b0 AI \uc2dc\uc2a4\ud15c\uc758 \ud55c\uacc4\ub97c \uba85\ud655\ud558\uac8c \uc804\ub2ec\ud558\uc138\uc694.<\/p><\/li><li><p><strong>R&amp;D \ud3ec\ucee4\uc2a4:<\/strong> AI \uc2dc\uc2a4\ud15c\uc758 \uc9c4\uc815\ud55c \ucd94\ub860 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud55c \uc5f0\uad6c\uc5d0 \ud22c\uc790\ud558\uc138\uc694.<\/p><\/li><li><p><strong>\ubbf8\uc138 \uc870\uc815:<\/strong> \ub3c4\uba54\uc778\ubcc4 \ubbf8\uc138 \uc870\uc815\uc744 \uace0\ub824\ud558\ub418 \uc77c\ubc18\ud654\uc758 \uc7a0\uc7ac\uc801 \ud55c\uacc4\uc5d0 \uc720\uc758\ud558\uc138\uc694.<\/p><\/li>\n<\/ul>\n\n\n<p>AI \uc2e4\ubb34\uc790\uc640 \uae30\uc5c5\uc5d0\uac8c \uc774\ub7ec\ud55c \uc5f0\uad6c \uacb0\uacfc\ub294 LLM\uc758 \uac15\uc810\uc744 \uc804\ubb38 \ucd94\ub860 \uc811\uadfc\ubc95\uacfc \uacb0\ud569\ud558\uace0, \ud544\uc694\ud55c \uacbd\uc6b0 \ub3c4\uba54\uc778\ubcc4 \uc194\ub8e8\uc158\uc5d0 \ud22c\uc790\ud558\uba70, AI \uc2dc\uc2a4\ud15c\uc758 \ud55c\uacc4\uc5d0 \ub300\ud55c \ud22c\uba85\uc131\uc744 \uc720\uc9c0\ud558\ub294 \uac83\uc774 \uc911\uc694\ud558\ub2e4\ub294 \uc810\uc744 \uac15\uc870\ud569\ub2c8\ub2e4. \uc55e\uc73c\ub85c AI \ucee4\ubba4\ub2c8\ud2f0\ub294 \ud328\ud134 \ub9e4\uce6d\uacfc \uc9c4\uc815\ud55c \uc54c\uace0\ub9ac\uc998 \ucd94\ub860 \uc0ac\uc774\uc758 \uac04\uadf9\uc744 \uba54\uc6b8 \uc218 \uc788\ub294 \uc0c8\ub85c\uc6b4 \uc544\ud0a4\ud14d\ucc98\uc640 \ud6c8\ub828 \ubc29\ubc95\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \uc9d1\uc911\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"10_Best_Prompting_Techniques_for_LLMs\"><\/span>LLM\uc744 \uc704\ud55c 10\uac00\uc9c0 \ucd5c\uace0\uc758 \ud504\ub86c\ud504\ud2b8 \uae30\uc220<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n<p>\uc774\ubc88 \uc8fc\uc5d0\ub294 \uac00\uc7a5 \uac15\ub825\ud558\uace0 \uc77c\ubc18\uc801\uc778 \ud504\ub86c\ud504\ud2b8 \uae30\ubc95 10\uac00\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uace0, \uadf8 \uc801\uc6a9 \uc0ac\ub840\uc640 \ubaa8\ubc94 \uc0ac\ub840\uc5d0 \ub300\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/8fe201b3-003e-4190-a06f-e5553d6b1126.png\" \/>\n<\/figure>\n\n\n<p>\uc798 \uc124\uacc4\ub41c \ud504\ub86c\ud504\ud2b8\ub294 LLM\uc758 \uc131\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ucf1c \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \uad00\ub828\uc131\uc774 \ub192\uc73c\uba70 \ucc3d\uc758\uc801\uc778 \uacb0\uacfc\ubb3c\uc744 \uc5bb\uc744 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \uc219\ub828\ub41c AI \uac1c\ubc1c\uc790\uc774\ub4e0 \uc774\uc81c \ub9c9 LLM\uc744 \uc2dc\uc791\ud55c \uac1c\ubc1c\uc790\uc774\ub4e0, \uc774\ub7ec\ud55c \uae30\uc220\uc740 AI \ubaa8\ub378\uc758 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ubc1c\ud718\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n<p>\uac01 \ud56d\ubaa9\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub824\uba74 \ube14\ub85c\uadf8 \uc804\ubb38\uc744 \ud655\uc778\ud558\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Thank_you_for_taking_the_time_to_read_AI_YOU\"><\/span><strong>\uc2dc\uac04\uc744 \ub0b4\uc5b4 AI &amp; YOU\ub97c \uc77d\uc5b4\uc8fc\uc154\uc11c \uac10\uc0ac\ud569\ub2c8\ub2e4!<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p><strong>\uc778\ud3ec\uadf8\ub798\ud53d, \ud1b5\uacc4, \ubc29\ubc95 \uac00\uc774\ub4dc, \uae30\uc0ac, \ub3d9\uc601\uc0c1 \ub4f1 \uc5d4\ud130\ud504\ub77c\uc774\uc988 AI\uc5d0 \uad00\ud55c \ub354 \ub9ce\uc740 \ucf58\ud150\uce20\ub97c \ubcf4\ub824\uba74 \ub2e4\uc74c\uc5d0\uc11c Skim AI\ub97c \ud314\ub85c\uc6b0\ud558\uc138\uc694. <\/strong><a rel=\"noopener noreferrer\" href=\"https:\/\/linkedin.com\/company\/skim-ai\"><strong>LinkedIn<\/strong><\/a><\/p>\n\n\n<p>AI \uc790\ubb38, \ubd80\ubd84\uc801\uc778 AI \uac1c\ubc1c \ub610\ub294 \uc2e4\uc0ac \uc11c\ube44\uc2a4\ub97c \ucc3e\uace0 \uc788\ub294 \ucc3d\uc5c5\uc790, CEO, \ubca4\ucc98 \uce90\ud53c\ud138\ub9ac\uc2a4\ud2b8 \ub610\ub294 \ud22c\uc790\uc790\uc774\uc2e0\uac00\uc694? \uadc0\uc0ac\uc758 AI \uc81c\ud488 \uc804\ub7b5 \ubc0f \ud22c\uc790 \uae30\ud68c\uc5d0 \ub300\ud574 \uc815\ubcf4\uc5d0 \uc785\uac01\ud55c \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ud544\uc694\ud55c \uac00\uc774\ub4dc\ub97c \ubc1b\uc544\ubcf4\uc138\uc694.<\/p>\n\n\n<p><a rel=\"noopener noreferrer\" href=\"https:\/\/meetings.hubspot.com\/gregg15\/15-min-about-enterprise-ai?utm_source=hs_email&utm_medium=email\">\uc5d4\ud130\ud504\ub77c\uc774\uc988 AI \uc194\ub8e8\uc158\uc744 \uc2dc\uc791\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ud544\uc694\ud558\uc2e0\uac00\uc694? \uc720\ub2c8\ud2f0\uc758 AI \uc6cc\ud06c\ud3ec\uc2a4 \uad00\ub9ac \ud50c\ub7ab\ud3fc\uc73c\ub85c \ub098\ub9cc\uc758 AI \uc6cc\ucee4\ub97c \uad6c\ucd95\ud558\uace0 \uc2f6\uc73c\uc2e0\uac00\uc694? \uc0c1\ub2f4 \uc2e0\uccad\ud558\uae30<\/a><\/p>\n\n\n<p>\uc720\ub2c8\ud2f0\ub294 \ub2e4\uc74c \uc0b0\uc5c5 \ubd84\uc57c\uc758 \ubca4\ucc98 \uce90\ud53c\ud0c8 \ubc0f \uc0ac\ubaa8\ud380\ub4dc \uc9c0\uc6d0 \uae30\uc5c5\uc744 \uc704\ud55c \ub9de\ucda4\ud615 AI \uc194\ub8e8\uc158\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4: \uc758\ub8cc \uae30\uc220, \ub274\uc2a4\/\ucf58\ud150\uce20 \uc9d1\uacc4, \uc601\ud654 \ubc0f \uc0ac\uc9c4 \uc81c\uc791, \uad50\uc721 \uae30\uc220, \ubc95\ub960 \uae30\uc220, \ud540\ud14c\ud06c \ubc0f \uc554\ud638\ud654\ud3d0.<\/p>","protected":false},"excerpt":{"rendered":"<p>Stat of the Week: Zero-shot CoT performance was only 5.55% for GPT-4-Turbo, 8.51% for Claude-3-Opus, and 4.44% for GPT-4. (&#8220;Chain of Thoughtlessness?&#8221; paper) Chain-of-Thought (CoT) prompting has been hailed as a breakthrough in unlocking the reasoning capabilities of large language models (LLMs). However, recent research has challenged these claims and prompted us to revisit the [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":13098,"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":[109,119],"tags":[],"class_list":["post-13060","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-newsletter","category-prompt-engineering"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>We need to rethink chain-of-thought (CoT) prompting AI&amp;YOU #68 - Skim AI<\/title>\n<meta name=\"description\" content=\"New research reveals that Chain-of-Thought (CoT) prompting may not be the AI breakthrough we hoped for. Learn why CoT&#039;s effectiveness is limited in complex reasoning tasks and how LLMs struggle with generalization. Discover how to rethink AI prompting techniques for better performance.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/ko\/\uc6b0\ub9ac\ub294-\uc0dd\uac01\uc758-\uc0ac\uc2ac\uc744-\ub2e4\uc2dc-\uc0dd\uac01\ud574\uc57c-\ud569\ub2c8\ub2e4-\uc544\uc774\uc720-68\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"We need to rethink chain-of-thought (CoT) prompting AI&amp;YOU #68 - Skim AI\" \/>\n<meta property=\"og:description\" content=\"New research reveals that Chain-of-Thought (CoT) prompting may not be the AI breakthrough we hoped for. 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