{"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-%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","status":"publish","type":"post","link":"https:\/\/skimai.com\/ko\/ai-research-paper-summarized-chain-of-thought-lessness-prompting\/","title":{"rendered":"AI \uc5f0\uad6c \ub17c\ubb38 \uc694\uc57d: \"\uc0dd\uac01\uc758 \uc0ac\uc2ac(\ub35c\ud568)?\" \ud504\ub86c\ud504\ud2b8"},"content":{"rendered":"<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\ub9b4 \uc218 \uc788\ub294 \ud68d\uae30\uc801\uc778 \uae30\uc220\ub85c \ud658\uc601\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae30\uc220\uc740 \ub2e8\uacc4\ubcc4 \ucd94\ub860 \uc608\uc81c\ub97c \uc81c\uacf5\ud558\uc5ec LLM\uc744 \uc548\ub0b4\ud558\ub294 \uac83\uc73c\ub85c, AI \ucee4\ubba4\ub2c8\ud2f0\uc5d0\uc11c \ud070 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub9ce\uc740 \uc5f0\uad6c\uc790\uc640 \uc2e4\ubb34\uc790\ub4e4\uc740 CoT \ud504\ub86c\ud504\ud2b8\ub97c \ud1b5\ud574 LLM\uc774 \ubcf5\uc7a1\ud55c \ucd94\ub860 \uc791\uc5c5\uc744 \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\uc5ec \uae30\uacc4 \uacc4\uc0b0\uacfc \uc778\uac04\uacfc \uc720\uc0ac\ud55c \ubb38\uc81c \ud574\uacb0 \uc0ac\uc774\uc758 \uaca9\ucc28\ub97c \ud574\uc18c\ud560 \uc218 \uc788\ub2e4\uace0 \uc8fc\uc7a5\ud574 \uc654\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ud558\uc9c0\ub9cc \ucd5c\uadfc \ubc1c\ud45c\ub41c \"<a rel=\"noopener noreferrer\" href=\"https:\/\/arxiv.org\/pdf\/2405.04776\">\uc0dd\uac01\uc758 \uc5f0\uc1c4? \uae30\ud68d\uc5d0\uc11c\uc758 CoT \ubd84\uc11d<\/a>'\ub294 \uc774\ub7ec\ud55c \ub099\uad00\uc801\uc778 \uc8fc\uc7a5\uc5d0 \uc774\uc758\ub97c \uc81c\uae30\ud569\ub2c8\ub2e4. \uacc4\ud68d \uc791\uc5c5\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd98 \uc774 \uc5f0\uad6c \ub17c\ubb38\uc740 CoT \ud504\ub86c\ud504\ud2b8\uc758 \ud6a8\uacfc\uc640 \uc77c\ubc18\ud654 \uac00\ub2a5\uc131\uc5d0 \ub300\ud55c \ube44\ud310\uc801 \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 \uc758\ubbf8\ub97c \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/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\">\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' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ko\/ai-research-paper-summarized-chain-of-thought-lessness-prompting\/#Understanding_the_Study\" >\uc5f0\uad6c \uc774\ud574<\/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\/ai-research-paper-summarized-chain-of-thought-lessness-prompting\/#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-3\" href=\"https:\/\/skimai.com\/ko\/ai-research-paper-summarized-chain-of-thought-lessness-prompting\/#Beyond_Blocksworld_Extending_the_Investigation\" >\ube14\ub85d\uc6d4\ub4dc \uadf8 \ub108\uba38: \uc870\uc0ac \ud655\uc7a5<\/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\/ko\/ai-research-paper-summarized-chain-of-thought-lessness-prompting\/#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-5\" href=\"https:\/\/skimai.com\/ko\/ai-research-paper-summarized-chain-of-thought-lessness-prompting\/#Recommendations_for_AI_Practitioners\" >AI \uc2e4\ubb34\uc790\ub97c \uc704\ud55c \uad8c\uc7a5 \uc0ac\ud56d<\/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\/ai-research-paper-summarized-chain-of-thought-lessness-prompting\/#The_Bottom_Line\" >\uacb0\ub860<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Understanding_the_Study\"><\/span>\uc5f0\uad6c \uc774\ud574<span class=\"ez-toc-section-end\"><\/span><\/h2>\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\/0052403f-61b9-4bb0-928a-8c1e0b0cc0f6.png\" alt=\"\ube14\ub85d\uc6d4\ub4dc \ubaa9\ud45c \uc2a4\ud0dd \uacc4\ud68d\" \/>\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<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>\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\/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>\ube14\ub85d\uc6d4\ub4dc \uadf8 \ub108\uba38: \uc870\uc0ac \ud655\uc7a5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\uc5f0\uad6c\uc9c4\uc740 \uc5f0\uad6c \uacb0\uacfc\uac00 \ube14\ub85d\uc6d4\ub4dc \uc601\uc5ed\uc5d0\ub9cc \uad6d\ud55c\ub418\uc9c0 \uc54a\ub3c4\ub85d \ud558\uae30 \uc704\ud574 \uc774\uc804 CoT \uc5f0\uad6c\uc5d0\uc11c \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc5ec\ub7ec \ud569\uc131 \ubb38\uc81c \uc601\uc5ed\uc73c\ub85c \uc870\uc0ac\ub97c \ud655\uc7a5\ud588\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\ucf54\uc778\ud50c\ub9bd:<\/strong> \uc77c\ub828\uc758 \ub3d9\uc804 \ub358\uc9c0\uae30 \ud6c4 \ub3d9\uc804\uc758 \uc0c1\ud0dc\ub97c \uc608\uce21\ud558\ub294 \uc791\uc5c5\uc785\ub2c8\ub2e4.<\/p><\/li><li><p><strong>LastLetterConcatenation:<\/strong> \uc8fc\uc5b4\uc9c4 \ub2e8\uc5b4\uc758 \ub9c8\uc9c0\ub9c9 \uae00\uc790\ub97c \uc5f0\uacb0\ud574\uc57c \ud558\ub294 \ud14d\uc2a4\ud2b8 \ucc98\ub9ac \uc791\uc5c5\uc785\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ub2e4\ub2e8\uacc4 \uc0b0\uc220:<\/strong> \ubcf5\uc7a1\ud55c \uc0b0\uc220 \ud45c\ud604\uc758 \ub2e8\uc21c\ud654\uc640 \uad00\ub828\ub41c \ubb38\uc81c.<\/p><\/li>\n<\/ol>\n\n\n<p>\uc774\ub7ec\ud55c \ub3c4\uba54\uc778\uc740 \ube14\ub85d\uc6d4\ub4dc\uc640 \uc720\uc0ac\ud558\uac8c \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud558\ub294 \ubb38\uc81c\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \uc120\ud0dd\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ucd94\uac00 \uc2e4\ud5d8\uc758 \uacb0\uacfc\ub294 \ube14\ub85d\uc2a4\uc6d4\ub4dc\uc758 \uacb0\uacfc\uc640 \ub180\ub77c\uc6b8 \uc815\ub3c4\ub85c \uc77c\uce58\ud588\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\uc77c\ubc18\ud654 \ubd80\uc871:<\/strong> CoT \ud504\ub86c\ud504\ud2b8\ub294 \uc81c\uacf5\ub41c \uc608\uc2dc\uc640 \ub9e4\uc6b0 \uc720\uc0ac\ud55c \ubb38\uc81c\uc5d0\uc11c\ub9cc \uac1c\uc120\ub41c \uc131\ub2a5\uc744 \ubcf4\uc600\uc2b5\ub2c8\ub2e4. \ubb38\uc81c\uc758 \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uc131\ub2a5\uc740 \ud45c\uc900 \ud504\ub86c\ud504\ud2b8\uc640 \ube44\uc2b7\ud558\uac70\ub098 \ub354 \ub098\uc05c \uc218\uc900\uc73c\ub85c \ube60\ub974\uac8c \uc800\ud558\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uad6c\ubb38 \ud328\ud134 \uc77c\uce58:<\/strong> LastLetterConcatenation \uacfc\uc81c\uc5d0\uc11c CoT \ud504\ub86c\ud504\ud2b8\ub294 \uc815\ub2f5\uc758 \ud2b9\uc815 \uad6c\ubb38 \uce21\uba74(\uc608: \uc62c\ubc14\ub978 \uae00\uc790 \uc0ac\uc6a9)\uc744 \uac1c\uc120\ud588\uc9c0\ub9cc \ub2e8\uc5b4 \uc218\uac00 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uc815\ud655\uc131\uc744 \uc720\uc9c0\ud558\uc9c0 \ubabb\ud588\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc644\ubcbd\ud55c \uc911\uac04 \ub2e8\uacc4\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \uc2e4\ud328:<\/strong> \uc0b0\uc220 \uc791\uc5c5\uc5d0\uc11c\ub294 \ubaa8\ub378\uc774 \uac00\ub2a5\ud55c \ubaa8\ub4e0 \ud55c \uc790\ub9ac \uc5f0\uc0b0\uc744 \uc644\ubcbd\ud558\uac8c \ud480 \uc218 \uc788\uc5b4\ub3c4 \ub354 \uae34 \uc5f0\uc0b0 \uc2dc\ud000\uc2a4\ub85c \uc77c\ubc18\ud654\ud558\ub294 \ub370\ub294 \uc2e4\ud328\ud588\uc2b5\ub2c8\ub2e4.<\/p><\/li>\n<\/ul>\n\n\n<p>\uc774\ub7ec\ud55c \uacb0\uacfc\ub294 \ud604\uc7ac\uc758 LLM\uc774 CoT \uc608\uc81c\uc5d0\uc11c \uc77c\ubc18\ud654 \uac00\ub2a5\ud55c \ucd94\ub860 \uc804\ub7b5\uc744 \uc81c\ub300\ub85c \ud559\uc2b5\ud558\uc9c0 \ubabb\ud55c\ub2e4\ub294 \uacb0\ub860\uc5d0 \ub354\uc6b1 \ud798\uc744 \uc2e4\uc5b4\uc90d\ub2c8\ub2e4. \uadf8 \ub300\uc2e0 \ud53c\uc0c1\uc801\uc778 \ud328\ud134 \ub9e4\uce6d\uc5d0 \ud06c\uac8c \uc758\uc874\ud558\ub294 \uac83\uc73c\ub85c \ubcf4\uc774\uba70, \uc774\ub294 \uc608\uc2dc\ub41c \uc608\uc81c\uc5d0\uc11c \ubc97\uc5b4\ub09c \ubb38\uc81c\uc5d0 \uc9c1\uba74\ud588\uc744 \ub54c \ubb34\ub108\uc9d1\ub2c8\ub2e4.<\/p>\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> \uc774 \uc5f0\uad6c\ub294 CoT \ud504\ub86c\ud504\ud2b8\uac00 LLM\uc758 \uc77c\ubc18\uc801\uc778 \ucd94\ub860 \ub2a5\ub825\uc744 '\uc7a0\uae08 \ud574\uc81c'\ud55c\ub2e4\ub294 \uac1c\ub150\uc5d0 \ub3c4\uc804\ud569\ub2c8\ub2e4. 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 \uc2e0\uc911\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ud604\uc7ac LLM\uc758 \ud55c\uacc4:<\/strong> \ub9ce\uc740 \uc601\uc5ed\uc5d0\uc11c \uc778\uc0c1\uc801\uc778 \uc5ed\ub7c9\uc744 \ubc1c\ud718\ud558\uace0 \uc788\uc74c\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0, \ucd5c\uc2e0 \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc5ec\uc804\ud788 \uc77c\uad00\ub418\uace0 \uc77c\ubc18\ud654 \uac00\ub2a5\ud55c \ucd94\ub860\uc5d0 \uc5b4\ub824\uc6c0\uc744 \uacaa\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uac15\ub825\ud55c \uacc4\ud68d\uc774\ub098 \ub2e4\ub2e8\uacc4 \ubb38\uc81c \ud574\uacb0\uc774 \ud544\uc694\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\ub294 \ub2e4\ub978 \uc811\uadfc \ubc29\uc2dd\uc774 \ud544\uc694\ud560 \uc218 \uc788\uc74c\uc744 \uc2dc\uc0ac\ud569\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> \uc774 \uc5f0\uad6c\ub294 \ub2e4\uc591\ud55c \ubcf5\uc7a1\uc131\uacfc \uad6c\uc870\ub97c \uac00\uc9c4 \ubb38\uc81c\uc5d0 \ub300\ud574 AI \ubaa8\ub378\uc744 \ud14c\uc2a4\ud2b8\ud558\ub294 \uac83\uc774 \uc911\uc694\ud558\ub2e4\ub294 \uc810\uc744 \uac15\uc870\ud569\ub2c8\ub2e4. \uc815\uc801\uc778 \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<p>\uc774\ub7ec\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \ubc14\ud0d5\uc73c\ub85c AI \uc2e4\ubb34\uc790 \ubc0f LLM\uc744 \uc0ac\uc6a9\ud558\ub294 \uae30\uc5c5\uc744 \uc704\ud55c \uba87 \uac00\uc9c0 \uc8fc\uc694 \uad8c\uc7a5 \uc0ac\ud56d\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4:<\/p>\n\n\n<p><strong><u>\uc5c4\uaca9\ud55c \ud3c9\uac00 \uad00\ud589:<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\ub2e4\uc591\ud55c \ubcf5\uc7a1\uc131\uc758 \ubb38\uc81c\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\ub294 \ud14c\uc2a4\ud2b8 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uad6c\ud604\ud558\uc138\uc694.<\/p><\/li><li><p>\ud559\uc2b5 \ub370\uc774\ud130\ub85c \ud45c\ud604\ub420 \uc218 \uc788\ub294 \uc815\uc801 \ud14c\uc2a4\ud2b8 \uc138\ud2b8\ub098 \ubca4\uce58\ub9c8\ud06c\uc5d0\ub9cc \uc758\uc874\ud558\uc9c0 \ub9c8\uc138\uc694.<\/p><\/li><li><p>\ub2e4\uc591\ud55c \ubb38\uc81c \ubcc0\ud615\uc5d0 \ub300\ud55c \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uc5ec \uc9c4\uc815\ud55c \uc77c\ubc18\ud654\ub97c \ud3c9\uac00\ud558\uc138\uc694.<\/p><\/li>\n<\/ul>\n\n\n<p><strong><u>CoT\uc5d0 \ub300\ud55c \ud604\uc2e4\uc801\uc778 \uae30\ub300\uce58:<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>CoT \ud504\ub86c\ud504\ud2b8\uc758 \uc77c\ubc18\ud654 \ud55c\uacc4\ub97c \uc774\ud574\ud558\uc5ec \uc2e0\uc911\ud558\uac8c \uc0ac\uc6a9\ud558\uc138\uc694.<\/p><\/li><li><p>CoT\ub97c \ud1b5\ud55c \uc131\ub2a5 \ud5a5\uc0c1\uc740 \uc881\uc740 \ubb38\uc81c \uc9d1\ud569\uc73c\ub85c \uc81c\ud55c\ub420 \uc218 \uc788\ub2e4\ub294 \uc810\uc5d0 \uc720\uc758\ud558\uc138\uc694.<\/p><\/li><li><p>\uc2e0\uc18d\ud55c \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ub178\ub825\uacfc \uc7a0\uc7ac\uc801\uc778 \uc131\ub2a5 \ud5a5\uc0c1 \uc0ac\uc774\uc758 \uc808\ucda9\uc810\uc744 \uace0\ub824\ud558\uc138\uc694.<\/p><\/li>\n<\/ul>\n\n\n<p><strong><u>\ud558\uc774\ube0c\ub9ac\ub4dc \uc811\uadfc \ubc29\uc2dd:<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\ubcf5\uc7a1\ud55c \ucd94\ub860 \uc791\uc5c5\uc758 \uacbd\uc6b0 LLM\uc744 \uae30\uc874 \uc54c\uace0\ub9ac\uc998 \uc811\uadfc \ubc29\uc2dd \ub610\ub294 \ud2b9\uc218 \ucd94\ub860 \ubaa8\ub4c8\uacfc \uacb0\ud569\ud558\ub294 \uac83\uc744 \uace0\ub824\ud558\uc138\uc694.<\/p><\/li><li><p>\uc790\uc5f0\uc5b4 \uc774\ud574\uc640 \uac19\uc740 LLM\uc758 \uac15\uc810\uc744 \ud65c\uc6a9\ud558\uba74\uc11c \uc54c\uace0\ub9ac\uc998 \ucd94\ub860\uc758 \uc57d\uc810\uc744 \ubcf4\uc644\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uc138\uc694.<\/p><\/li>\n<\/ul>\n\n\n<p><strong><u>AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ud22c\uba85\uc131:<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\ud2b9\ud788 \ucd94\ub860\uc774\ub098 \uacc4\ud68d \uc791\uc5c5\uacfc \uad00\ub828\ub41c \uacbd\uc6b0 AI \uc2dc\uc2a4\ud15c\uc758 \ud55c\uacc4\ub97c \uba85\ud655\ud558\uac8c \uc804\ub2ec\ud558\uc138\uc694.<\/p><\/li><li><p>\ud2b9\ud788 \uc548\uc804\uc774 \uc911\uc694\ud558\uac70\ub098 \uc704\ud5d8\ub3c4\uac00 \ub192\uc740 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c\ub294 LLM\uc758 \uae30\ub2a5\uc744 \uacfc\uc7a5\ud558\uc9c0 \ub9c8\uc138\uc694.<\/p><\/li>\n<\/ul>\n\n\n<p><strong><u>\uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c \uac1c\ubc1c:<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>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>\ubcf5\uc7a1\ud55c \uc791\uc5c5\uc5d0\uc11c \ubcf4\ub2e4 \uac15\ub825\ud55c \uc77c\ubc18\ud654\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\ub294 \ub300\uccb4 \uc544\ud0a4\ud14d\ucc98 \ub610\ub294 \uad50\uc721 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uc138\uc694.<\/p><\/li>\n<\/ul>\n\n\n<p><strong><u>\ub3c4\uba54\uc778\ubcc4 \ubbf8\uc138 \uc870\uc815:<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\uc881\uace0 \uc798 \uc815\uc758\ub41c \ubb38\uc81c \ub3c4\uba54\uc778\uc758 \uacbd\uc6b0, \ub3c4\uba54\uc778\ubcc4 \ub370\uc774\ud130 \ubc0f \ucd94\ub860 \ud328\ud134\uc5d0 \ub300\ud55c \ubaa8\ub378\uc744 \ubbf8\uc138 \uc870\uc815\ud558\ub294 \uac83\uc744 \uace0\ub824\ud558\uc138\uc694.<\/p><\/li><li><p>\uc774\ub7ec\ud55c \ubbf8\uc138 \uc870\uc815\uc740 \ub3c4\uba54\uc778 \ub0b4\uc5d0\uc11c \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc9c0\ub9cc \ub3c4\uba54\uc778 \uc678\ubd80\ub85c \uc77c\ubc18\ud654\ud560 \uc218 \uc5c6\ub2e4\ub294 \uc810\uc5d0 \uc720\uc758\ud558\uc138\uc694.<\/p><\/li>\n<\/ul>\n\n\n<p>\uc774\ub7ec\ud55c \uad8c\uc7a5 \uc0ac\ud56d\uc744 \ub530\ub974\uba74 AI \uc2e4\ubb34\uc790\ub294 \ud604\uc7ac LLM\uc758 \ucd94\ub860 \ub2a5\ub825\uc744 \uacfc\ub300\ud3c9\uac00\ud558\ub294 \uac83\uacfc \uad00\ub828\ub41c \uc7a0\uc7ac\uc801 \ud568\uc815\uc744 \ud53c\ud558\uba74\uc11c \ub354\uc6b1 \uac15\ub825\ud558\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc5f0\uad6c\uc5d0\uc11c \uc5bb\uc740 \uc778\uc0ac\uc774\ud2b8\ub294 \ube60\ub974\uac8c \uc9c4\ud654\ud558\ub294 AI \ubd84\uc57c\uc5d0\uc11c \ube44\ud310\uc801 \ud3c9\uac00\uc640 \ud604\uc2e4\uc801\uc778 \ud3c9\uac00\uc758 \uc911\uc694\uc131\uc744 \uc77c\uae68\uc6cc\uc8fc\ub294 \uadc0\uc911\ud55c \uc790\ub8cc\uac00 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Bottom_Line\"><\/span><strong>\uacb0\ub860<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\uc774 \ud68d\uae30\uc801\uc778 \uc5f0\uad6c\ub294 \uacc4\ud68d \uc791\uc5c5\uc5d0\uc11c \uc0dd\uac01\uc758 \uc0ac\uc2ac(Chain-of-Thought) \ud504\ub86c\ud504\ud2b8\uc5d0 \ub300\ud55c \uc6b0\ub9ac\uc758 \uc774\ud574\uc5d0 \ub3c4\uc804\ud558\uace0 \ud604\uc7ac\uc758 AI \uac1c\ubc1c \uad00\ud589\uc5d0 \ub300\ud55c \uc7ac\ud3c9\uac00\ub97c \ucd09\uad6c\ud569\ub2c8\ub2e4. \ubcf5\uc7a1\ud55c \ubb38\uc81c\uc5d0 \uc77c\ubc18\ud654\ud560 \ub54c CoT\uc758 \ud55c\uacc4\ub97c \ub4dc\ub7ec\ub0c4\uc73c\ub85c\uc368 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ubcf4\ub2e4 \uc5c4\uaca9\ud55c \ud14c\uc2a4\ud2b8\uc640 \ud604\uc2e4\uc801\uc778 \uae30\ub300\uce58\uac00 \ud544\uc694\ud558\ub2e4\ub294 \uc810\uc744 \uac15\uc870\ud569\ub2c8\ub2e4. <\/p>\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. \uc774 \uc5f0\uad6c\ub294 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc774 \uad04\ubaa9\ud560 \ub9cc\ud55c \ubc1c\uc804\uc744 \uc774\ub918\uc9c0\ub9cc, \uc778\uac04\uacfc \uac19\uc740 \ucd94\ub860 \ub2a5\ub825\uc744 \ub2ec\uc131\ud558\ub294 \uac83\uc774 AI \uc5f0\uad6c \uac1c\ubc1c\uc758 \uc9c0\uc18d\uc801\uc778 \uacfc\uc81c\ub85c \ub0a8\uc544 \uc788\uc74c\uc744 \uc0c1\uae30\uc2dc\ud0a4\ub294 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/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 [&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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