{"id":25,"date":"2026-03-05T04:19:41","date_gmt":"2026-03-05T04:19:41","guid":{"rendered":"https:\/\/blog.rebalai.com\/ko\/2026\/03\/05\/chain-of-thought-few-shot\/"},"modified":"2026-03-05T17:45:22","modified_gmt":"2026-03-05T17:45:22","slug":"chain-of-thought-few-shot","status":"publish","type":"post","link":"https:\/\/blog.rebalai.com\/ko\/2026\/03\/05\/chain-of-thought-few-shot\/","title":{"rendered":"\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uace0\uae09 \uae30\ubc95: Chain-of-Thought, Few-Shot \uc2e4\uc804 \uac00\uc774\ub4dc"},"content":{"rendered":"<p><script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"BlogPosting\",\n  \"headline\": \"\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uace0\uae09 \uae30\ubc95: Chain-of-Thought, Few-Shot \uc2e4\uc804 \uac00\uc774\ub4dc\",\n  \"description\": \"\uc9c0\ub09c\ud574 11\uc6d4, \ub098\ub294 \uaf64 \uc9dc\uc99d\uc2a4\ub7ec\uc6b4 \uc0c1\ud669\uc5d0 \ucc98\ud574 \uc788\uc5c8\ub2e4. \uace0\uac1d \uc9c0\uc6d0 \ud2f0\ucf13\uc744 \ubc84\uadf8 \ub9ac\ud3ec\ud2b8, \uae30\ub2a5 \uc694\uccad, \uc77c\ubc18 \ubb38\uc758\ub85c \uc790\ub3d9 \ubd84\ub958\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4e4\uace0 \uc788\uc5c8\ub294\ub370 \u2014 GPT-4o \uae30\ubc18\uc73c\ub85c \uc9e0 \uccab \ubc88\uc9f8 \ubc84\uc804\uc774 \uc815\ud655\ub3c4 65% \uc218\uc900\uc5d0\uc11c \uaf3c\uc9dd\uc744 \uc548 \ud588\ub2e4.\",\n  \"url\": \"https:\/\/blog.rebalai.com\/ko\/2026\/03\/05\/chain-of-thought-few-shot\/\",\n  \"datePublished\": \"2026-03-05T04:19:41\",\n  \"dateModified\": \"2026-03-05T17:39:36\",\n  \"inLanguage\": \"ko_KR\",\n  \"author\": {\n    \"@type\": \"Organization\",\n    \"name\": \"RebalAI\",\n    \"url\": \"https:\/\/blog.rebalai.com\/ko\/\"\n  },\n  \"publisher\": {\n    \"@type\": \"Organization\",\n    \"name\": \"RebalAI\",\n    \"logo\": {\n      \"@type\": \"ImageObject\",\n      \"url\": \"https:\/\/blog.rebalai.com\/wp-content\/uploads\/logo.png\"\n    }\n  },\n  \"mainEntityOfPage\": {\n    \"@type\": \"WebPage\",\n    \"@id\": \"https:\/\/blog.rebalai.com\/ko\/2026\/03\/05\/chain-of-thought-few-shot\/\"\n  }\n}\n<\/script><\/p>\n<p>\uc9c0\ub09c\ud574 11\uc6d4, \ub098\ub294 \uaf64 \uc9dc\uc99d\uc2a4\ub7ec\uc6b4 \uc0c1\ud669\uc5d0 \ucc98\ud574 \uc788\uc5c8\ub2e4. \uace0\uac1d \uc9c0\uc6d0 \ud2f0\ucf13\uc744 \ubc84\uadf8 \ub9ac\ud3ec\ud2b8, \uae30\ub2a5 \uc694\uccad, \uc77c\ubc18 \ubb38\uc758\ub85c \uc790\ub3d9 \ubd84\ub958\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4e4\uace0 \uc788\uc5c8\ub294\ub370 \u2014 GPT-4o \uae30\ubc18\uc73c\ub85c \uc9e0 \uccab \ubc88\uc9f8 \ubc84\uc804\uc774 \uc815\ud655\ub3c4 65% \uc218\uc900\uc5d0\uc11c \uaf3c\uc9dd\uc744 \uc548 \ud588\ub2e4. \ud504\ub86c\ud504\ud2b8\ub97c \uc774\ub9ac\uc800\ub9ac \uc190\ubd10\ub3c4 \ub9c8\ucc2c\uac00\uc9c0\uc600\ub2e4. &#8220;\uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\ub97c \ubd84\ub958\ud558\uc2dc\uc624&#8221; \uc2dd\uc758 \ub2e8\uc21c \uc9c0\uc2dc \ubc29\uc2dd\uc73c\ub85c\ub294 \uc544\ubb34\ub9ac \ub2e4\ub4ec\uc5b4\ub3c4 \ud55c\uacc4\uac00 \uba85\ud655\ud588\ub2e4.<\/p>\n<p>\uadf8\ub54c\ubd80\ud130 Few-Shot\uacfc Chain-of-Thought\ub97c \ubcf8\uaca9\uc801\uc73c\ub85c \ud30c\uae30 \uc2dc\uc791\ud588\ub2e4. \uacb0\ub860\ubd80\ud130 \ub9d0\ud558\uba74, \uc57d 2\uc8fc\uac04 \uc9d1\uc911\uc801\uc73c\ub85c \ud14c\uc2a4\ud2b8\ud55c \ub05d\uc5d0 \uc815\ud655\ub3c4\ub97c 87%\uae4c\uc9c0 \ub04c\uc5b4\uc62c\ub838\ub2e4. \uacfc\uc815\uc774 \uc0dd\uac01\ubcf4\ub2e4 \ub2e8\uc21c\ud558\uc9c0 \uc54a\uc558\uace0, \uc798\ubabb\ub41c \ubc29\ud5a5\uc73c\ub85c \uc2dc\uac04\uc744 \uaf64 \ub0a0\ub9ac\uae30\ub3c4 \ud588\ub2e4. \uadf8 \uacbd\ud5d8\uc744 \uc815\ub9ac\ud55c\ub2e4.<\/p>\n<hr \/>\n<h2>Few-Shot\uc774 \uc0dd\uac01\ubcf4\ub2e4 \uae4c\ub2e4\ub85c\uc6b4 \uc774\uc720<\/h2>\n<p>Few-Shot \ud504\ub86c\ud504\ud305\uc758 \uae30\ubcf8 \uac1c\ub150\uc740 \ub2e8\uc21c\ud558\ub2e4. \ubaa8\ub378\uc5d0\uac8c &#8220;\uc774\ub7f0 \uc785\ub825\uc5d0\ub294 \uc774\ub7f0 \ucd9c\ub825&#8221;\uc774\ub77c\ub294 \uc608\uc2dc\ub97c \uba87 \uac1c \ubcf4\uc5ec\uc8fc\uace0, \uadf8 \ud328\ud134\uc744 \ub530\ub974\uac8c \ud558\ub294 \uac83\uc774\ub2e4. \uadfc\ub370 \uc9c1\uc811 \uc368\ubcf4\uba74 \uae08\ubc29 \uae68\ub2eb\ub294\ub2e4 \u2014 \uc608\uc2dc\ub97c \uc544\ubb34\uac70\ub098 \uba87 \uac1c \uc9d1\uc5b4\ub123\ub294\ub2e4\uace0 \uc798 \ub418\ub294 \uac8c \uc544\ub2c8\ub2e4.<\/p>\n<p>\ub0b4\uac00 \ucc98\uc74c\uc5d0 \ud55c \uc2e4\uc218\uac00 \ubc14\ub85c \uc774\uac70\uc600\ub2e4. \uc608\uc2dc\ub97c \uace0\ub97c \ub54c &#8220;\ubd84\ub958\uac00 \uba85\ud655\ud55c \uac83\ub4e4&#8221;\ub9cc \uc120\ud0dd\ud588\ub2e4. \uadf8\ub7ec\ub2c8\uae4c \ubaa8\ub378\uc774 \uacbd\uacc4\uc120 \ucf00\uc774\uc2a4 \u2014 \ubc84\uadf8\uc778\uc9c0 \uae30\ub2a5 \uc694\uccad\uc778\uc9c0 \ubaa8\ud638\ud55c \ud2f0\ucf13 \u2014 \ub97c \ub9cc\ub098\uba74 \uadf8\ub0e5 \ud2c0\ub838\ub2e4.<\/p>\n<p>\uc608\uc2dc \uc120\ud0dd \uae30\uc900\uc774 \uc804\ubd80\ub2e4. \ub0b4\uac00 \uc2e4\uc81c\ub85c \ud6a8\uacfc\ub97c \ubcf8 \ubc29\uc2dd\uc740 \uc138 \uac00\uc9c0\ub2e4. \uccab\uc9f8, <strong>\ub2e4\uc591\uc131 \uc6b0\uc120<\/strong> \u2014 \uc608\uc2dc\ub4e4\uc774 \uc11c\ub85c \ube44\uc2b7\ud558\uba74 \uc548 \ub41c\ub2e4. \uac01 \uc608\uc2dc\uac00 \ub2e4\ub978 \ud328\ud134\uc744 \ucee4\ubc84\ud574\uc57c \ud55c\ub2e4. \ub458\uc9f8, <strong>\uacbd\uacc4\uc120 \ucf00\uc774\uc2a4 \ud3ec\ud568<\/strong> \u2014 \ubaa8\ud638\ud55c \ucf00\uc774\uc2a4\ub97c \uc608\uc2dc\uc5d0 \ub123\uace0 \uadf8 \ud310\ub2e8 \uadfc\uac70\ub97c \uba85\uc2dc\ud55c\ub2e4. \uc14b\uc9f8, <strong>\ud074\ub798\uc2a4 \uade0\ud615<\/strong> \u2014 \ud2b9\uc815 \ubd84\ub958 \ucabd\uc73c\ub85c \uc608\uc2dc\uac00 \uce58\uc6b0\uce58\uba74 \ubaa8\ub378\ub3c4 \uadf8\ucabd\uc73c\ub85c \ud3b8\ud5a5\ub41c\ub2e4.<\/p>\n<p>\ucf54\ub4dc\ub85c \ubcf4\uba74 \uc774\ub7f0 \ucc28\uc774\ub2e4:<\/p>\n<pre><code class=\"language-python\"># \ubcc4\ub85c \uc548 \uc88b\uc740 Few-Shot \uc608\uc2dc \uad6c\uc131 \u2014 \uc608\uc2dc\uac00 \ub108\ubb34 \ube44\uc2b7\ud558\uace0 \uacbd\uacc4\uc120 \ucf00\uc774\uc2a4 \uc5c6\uc74c\nbad_examples = &quot;&quot;&quot;\n\uc608\uc2dc 1:\n\uc785\ub825: &quot;\uc571\uc774 \uc790\uafb8 \ud295\uaca8\uc694&quot;\n\ucd9c\ub825: \ubc84\uadf8 \ub9ac\ud3ec\ud2b8\n\n\uc608\uc2dc 2:\n\uc785\ub825: &quot;\ubc84\ud2bc\uc744 \ub204\ub974\uba74 \uc624\ub958\uac00 \ub0a9\ub2c8\ub2e4&quot;\n\ucd9c\ub825: \ubc84\uadf8 \ub9ac\ud3ec\ud2b8\n\n\uc608\uc2dc 3:\n\uc785\ub825: &quot;\uac80\uc0c9 \uae30\ub2a5\uc744 \ucd94\uac00\ud574\uc8fc\uc138\uc694&quot;\n\ucd9c\ub825: \uae30\ub2a5 \uc694\uccad\n&quot;&quot;&quot;\n\n# \ub354 \ub098\uc740 \uad6c\uc131 \u2014 \ub2e4\uc591\uc131\uacfc \uacbd\uacc4\uc120 \ucf00\uc774\uc2a4, \ud310\ub2e8 \uadfc\uac70 \ud3ec\ud568\ngood_examples = &quot;&quot;&quot;\n\uc608\uc2dc 1:\n\uc785\ub825: &quot;\ub2e4\ud06c \ubaa8\ub4dc \ucd94\uac00\ud574\uc8fc\uc138\uc694. \ubc24\uc5d0 \ub208\uc774 \uc544\ud30c\uc694&quot;\n\ucd9c\ub825: \uae30\ub2a5 \uc694\uccad\n(\ub208 \uc544\ud514\uc740 \ubd88\ud3b8\ud568\uc774\uc9c0\ub9cc, \ud575\uc2ec \uc694\uccad\uc740 \ud604\uc7ac \uc5c6\ub294 \uae30\ub2a5)\n\n\uc608\uc2dc 2:\n\uc785\ub825: &quot;\uacb0\uc81c\ud558\ub824\uace0 \ud558\uba74 \uc571\uc774 \uba48\ucda5\ub2c8\ub2e4. 3\ubc88 \uc2dc\ub3c4\ud588\uc5b4\uc694&quot;\n\ucd9c\ub825: \ubc84\uadf8 \ub9ac\ud3ec\ud2b8\n\n\uc608\uc2dc 3:\n\uc785\ub825: &quot;\ube44\ubc00\ubc88\ud638 \ubcc0\uacbd \ubc29\ubc95\uc744 \ubaa8\ub974\uaca0\uc5b4\uc694&quot;\n\ucd9c\ub825: \uc77c\ubc18 \ubb38\uc758\n\n\uc608\uc2dc 4:\n\uc785\ub825: &quot;\uc54c\ub9bc\uc774 \ub108\ubb34 \ub9ce\uc774 \uc640\uc11c \ub044\uace0 \uc2f6\uc740\ub370, \uc124\uc815\uc5d0\uc11c \uc548 \ubcf4\uc5ec\uc694&quot;\n\ucd9c\ub825: \ubc84\uadf8 \ub9ac\ud3ec\ud2b8\n(\uc54c\ub9bc \ub044\uae30 \uae30\ub2a5\uc774 \uc874\uc7ac\ud558\ub294\ub370 \uc791\ub3d9 \uc548 \ud568 = \ubc84\uadf8. \uae30\ub2a5 \uc790\uccb4\uac00 \uc5c6\ub294 \uac8c \uc544\ub2d8)\n&quot;&quot;&quot;\n<\/code><\/pre>\n<p>\uc608\uc2dc 4\uac00 \ud575\uc2ec\uc774\ub2e4. &#8220;\uc54c\ub9bc\uc744 \ub044\uace0 \uc2f6\ub2e4&#8221;\ub294 \uc5b8\ub73b \uae30\ub2a5 \uc694\uccad\ucc98\ub7fc \ubcf4\uc774\uc9c0\ub9cc, \uae30\ub2a5\uc774 \uc788\ub294\ub370 \uc548 \ub41c\ub2e4\uba74 \ubc84\uadf8\ub2e4. \uc774\ub7f0 \ud310\ub2e8 \uadfc\uac70\ub97c \uc608\uc2dc \uc548\uc5d0 \uc8fc\uc11d\ucc98\ub7fc \ub2ec\uc544\uc8fc\uba74 \ubaa8\ub378\uc774 \ube44\uc2b7\ud55c \ucf00\uc774\uc2a4\uc5d0\uc11c \ud6e8\uc52c \uc798 \ucd94\ub860\ud55c\ub2e4.<\/p>\n<p>\uc608\uc2dc \uac1c\uc218\ub294 3~8\uac1c \uc0ac\uc774\uac00 \uc2e4\uc6a9\uc801\uc774\ub2e4. \uc774\ub860\uc801\uc73c\ub85c\ub294 \ub9ce\uc744\uc218\ub85d \uc88b\ub2e4\uace0 \ud560 \uc218 \uc788\uc9c0\ub9cc, \ud1a0\ud070 \ube44\uc6a9\uc774 \uc62c\ub77c\uac00\uace0 \ucee8\ud14d\uc2a4\ud2b8 \ucc3d\uc744 \uc7a1\uc544\uba39\ub294\ub2e4. \ub098\ub294 \ucd5c\uc885\uc801\uc73c\ub85c 6\uac1c\uac00 \ub0b4 \ucf00\uc774\uc2a4\uc5d0\uc11c \uac00\uc131\ube44\uac00 \uac00\uc7a5 \uc88b\uc558\ub2e4.<\/p>\n<hr \/>\n<h2>Chain-of-Thought: \ubaa8\ub378\uc5d0\uac8c &#8220;\uc0dd\uac01\ud560 \uacf5\uac04&#8221;\uc744 \uc8fc\uba74 \uc0dd\uae30\ub294 \uc77c<\/h2>\n<p>Chain-of-Thought(CoT)\ub294 \ubaa8\ub378\uc774 \ucd5c\uc885 \ub2f5\ubcc0 \uc804\uc5d0 \ucd94\ub860 \uacfc\uc815\uc744 \uba3c\uc800 \uc4f0\uac8c \ud558\ub294 \ubc29\uc2dd\uc774\ub2e4. &#8220;\ub2f5\uc744 \ub0b4\uae30 \uc804\uc5d0 \ub2e8\uacc4\ubcc4\ub85c \uc0dd\uac01\ud574\ubd10&#8221;\ub77c\uace0 \uc2dc\ud0a4\ub294 \uac70\ub2e4.<\/p>\n<p>\ucc98\uc74c \ub4e4\uc5c8\uc744 \ub54c \uc194\uc9c1\ud788 \ubc18\uc2e0\ubc18\uc758\ud588\ub2e4. \uacb0\uad6d \uac19\uc740 \ubaa8\ub378 \uc544\ub2cc\uac00? \uadfc\ub370 \ub17c\ub9ac\uc801 \ucd94\ub860\uc774 \ud544\uc694\ud55c \ud0dc\uc2a4\ud06c\uc5d0\uc11c\ub294 \ud6a8\uacfc\uac00 \uba85\ud655\ud558\uac8c \ub2ec\ub790\ub2e4. \ubaa8\ud638\ud55c \ud2f0\ucf13 \ubd84\ub958\uc5d0\uc11c CoT \uc5c6\uc774 \uadf8\ub0e5 \ubd84\ub958\ub97c \uc694\uccad\ud558\uba74 \ubaa8\ub378\uc774 &#8220;\uadf8\ub0e5 \ucc0d\ub294&#8221; \uacbd\ud5a5\uc774 \uc788\ub2e4. CoT\ub97c \ubd99\uc774\uba74 \uc798\ubabb\ub41c \ubc29\ud5a5\uc73c\ub85c \ucd94\ub860\uc744 \uc2dc\uc791\ud574\ub3c4 \uc911\uac04\uc5d0 \uc2a4\uc2a4\ub85c \uad50\uc815\ud558\ub294 \uacbd\uc6b0\uac00 \uc0dd\uae34\ub2e4 \u2014 \uc0ac\ub78c\uc774 &#8220;\uc7a0\uae50, \uadf8\uac8c \uc544\ub2c8\uace0&#8230;&#8221; \ud558\uba70 \uc0dd\uac01\uc744 \ub418\uc9da\ub294 \uac83\ucc98\ub7fc.<\/p>\n<pre><code class=\"language-python\"># CoT \uc5c6\ub294 \ubc84\uc804 \u2014 \ubaa8\ub378\uc774 \uadf8\ub0e5 \ucc0d\ub294\ub2e4\nprompt_without_cot = &quot;&quot;&quot;\n\ub2e4\uc74c \uace0\uac1d \uc9c0\uc6d0 \ud2f0\ucf13\uc744 \ubd84\ub958\ud558\uc138\uc694: \ubc84\uadf8 \ub9ac\ud3ec\ud2b8, \uae30\ub2a5 \uc694\uccad, \uc77c\ubc18 \ubb38\uc758 \uc911 \ud558\ub098\n\n\ud2f0\ucf13: &quot;{ticket_text}&quot;\n\n\ubd84\ub958:&quot;&quot;&quot;\n\n# CoT \uc801\uc6a9 \ubc84\uc804 \u2014 \ucd94\ub860 \uacfc\uc815\uc744 \uac15\uc81c\nprompt_with_cot = &quot;&quot;&quot;\n\ub2e4\uc74c \uace0\uac1d \uc9c0\uc6d0 \ud2f0\ucf13\uc744 \ubd84\ub958\ud558\uc138\uc694: \ubc84\uadf8 \ub9ac\ud3ec\ud2b8, \uae30\ub2a5 \uc694\uccad, \uc77c\ubc18 \ubb38\uc758 \uc911 \ud558\ub098\n\n\ubd84\ub958 \uc804\uc5d0 \ub2e4\uc74c\uc744 \uc21c\uc11c\ub300\ub85c \uc0dd\uac01\ud558\uc138\uc694:\n1. \uc0ac\uc6a9\uc790\uac00 \ubcf4\uace0\ud558\ub294 \ud575\uc2ec \ubb38\uc81c\uac00 \ubb34\uc5c7\uc778\uac00?\n2. \ud604\uc7ac \uae30\ub2a5\uc774 \uc758\ub3c4\ub300\ub85c \ub3d9\uc791\ud558\uc9c0 \uc54a\ub294\uac00, \uc544\ub2c8\uba74 \uc0c8 \uae30\ub2a5\uc744 \uc6d0\ud558\ub294\uac00?\n3. \ub2e8\uc21c\ud788 \uc815\ubcf4\ub97c \uc694\uccad\ud558\ub294 \uac83\uc778\uac00?\n\n\ubc18\ub4dc\uc2dc \ub2e4\uc74c \ud615\uc2dd\uc73c\ub85c \ub2f5\ud558\uc138\uc694:\n[\ucd94\ub860]: (\ucd94\ub860 \uacfc\uc815\uc744 2~3\ubb38\uc7a5\uc73c\ub85c)\n[\ubd84\ub958]: \ubc84\uadf8 \ub9ac\ud3ec\ud2b8 | \uae30\ub2a5 \uc694\uccad | \uc77c\ubc18 \ubb38\uc758 \uc911 \ud558\ub098\ub9cc\n\n\ud2f0\ucf13: &quot;{ticket_text}&quot;\n&quot;&quot;&quot;\n<\/code><\/pre>\n<p>\uadf8\ub7f0\ub370 CoT\uac00 \ud56d\uc0c1 \uc88b\uc740 \uac74 \uc544\ub2c8\ub2e4. \uba87 \uac00\uc9c0 \uacbd\uc6b0\uc5d0\uc11c\ub294 \uc624\ud788\ub824 \uc5ed\ud6a8\uacfc\uac00 \ub0ac\ub2e4. \uac10\uc815 \ubd84\uc11d\ucc98\ub7fc \uc9c1\uad00\uc801\uc778 \ud0dc\uc2a4\ud06c\ub294 \ucd94\ub860 \ub2e8\uacc4\ub97c \ub298\ub9ac\uba74 \uacfc\uc789 \ubd84\uc11d\uc774 \ub41c\ub2e4. \uc751\ub2f5 \uc18d\ub3c4\uac00 \uc911\uc694\ud55c \uc2e4\uc2dc\uac04 API\ub77c\uba74 \ud1a0\ud070\uc774 \ub298\uc5b4\ub098\ub294 \ub9cc\ud07c \ub808\uc774\ud134\uc2dc\ub3c4 \ub298\uc5b4\ub09c\ub2e4. \ub098\ub294 \ucc98\uc74c\uc5d0 \ubaa8\ub4e0 \ud504\ub86c\ud504\ud2b8\uc5d0 CoT\ub97c \ubd99\uc600\ub2e4\uac00 API \ube44\uc6a9\uc774 \uc608\uc0c1\ubcf4\ub2e4 30% \ub354 \ub098\uc654\ub2e4. \ud0dc\uc2a4\ud06c\ub97c \ubcf4\uace0 \uc120\ud0dd\uc801\uc73c\ub85c \uc368\uc57c \ud55c\ub2e4.<\/p>\n<p>\ud55c \uac00\uc9c0 \ud301 \u2014 &#8220;\ub2e8\uacc4\ubcc4\ub85c \uc0dd\uac01\ud558\uc138\uc694(Let&#8217;s think step by step)&#8221;\ub77c\ub294 \uc601\uc5b4 \ud2b8\ub9ac\uac70 \ubb38\uad6c\uac00 \ud55c\uad6d\uc5b4\ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc778 \uacbd\uc6b0\uac00 \uc788\uc5c8\ub2e4. \ubaa8\ub378 \ud6c8\ub828 \ub370\uc774\ud130 \ubd84\ud3ec \ub54c\ubb38\uc778\uc9c0 \uc815\ud655\ud788\ub294 \ubaa8\ub974\uaca0\ub294\ub370, \ubcf5\uc7a1\ud55c \ucd94\ub860 \ud0dc\uc2a4\ud06c\uc5d0\uc11c \uccb4\uac10 \ucc28\uc774\uac00 \uc788\uc5c8\ub2e4. 100% \ud655\uc2e0\uc740 \ubabb \ud558\uaca0\uace0, \ubcf8\uc778\uc774 \uc9c1\uc811 A\/B \ud14c\uc2a4\ud2b8\ud574\ubcf4\uae38 \uad8c\ud55c\ub2e4.<\/p>\n<hr \/>\n<h2>\ub0b4\uac00 \uc2e4\uc81c\ub85c \ud2c0\ub838\ub358 \uc9c0\uc810\ub4e4<\/h2>\n<p>\uc194\uc9c1\ud558\uac8c \ub9d0\ud558\uc790\uba74, \uc911\uac04\uc5d0 \uaf64 \ud070 \uc2e4\uc218\ub97c \uc138 \ubc88 \ud588\ub2e4.<\/p>\n<p><strong>\uc2e4\uc218 1: \uc608\uc2dc\uc5d0 \ub0b4 \ud3b8\uacac\uc744 \ub123\uc740 \uac83.<\/strong> Few-Shot \uc608\uc2dc\ub97c \ub9cc\ub4e4 \ub54c \ub0b4\uac00 &#8220;\ub2f9\uc5f0\ud788 \uc774\ub807\uac8c \ubd84\ub958\ud574\uc57c\uc9c0&#8221;\ub77c\uace0 \uc0dd\uac01\ud558\ub294 \ucf00\uc774\uc2a4\ub4e4\uc744 \ud63c\uc790 \uace8\ub790\ub2e4. \ub098\uc911\uc5d0 \ud300\uc6d0\ub4e4\ud55c\ud14c \uac19\uc740 \ud2f0\ucf13\uc744 \ubcf4\uc5ec\uc92c\ub354\ub2c8 \ubd84\ub958\uac00 \ub2ec\ub790\ub2e4. \ub0b4 \uc608\uc2dc\uac00 \ub0b4 \ud310\ub2e8 \uae30\uc900\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0 \uc788\uc5c8\ub358 \uac70\ub2e4. \uc608\uc2dc\ub97c \ub9cc\ub4e4\uae30 \uc804\uc5d0 \ud300 \ub0b4\uc5d0\uc11c \ub808\uc774\ube14\ub9c1 \uac00\uc774\ub4dc\ub77c\uc778\uc744 \uba3c\uc800 \ud569\uc758\ud588\uc5b4\uc57c \ud588\ub2e4.<\/p>\n<p><strong>\uc2e4\uc218 2: CoT \ucd9c\ub825\uc744 \uadf8\ub300\ub85c \ud30c\uc2f1\ud558\ub824 \ud55c \uac83.<\/strong> CoT\ub97c \uc4f0\uba74 \ubaa8\ub378\uc774 \ucd94\ub860 \uacfc\uc815\uc744 \uae38\uac8c \ucd9c\ub825\ud55c\ub2e4. \ucc98\uc74c\uc5d0 \uc774 \ucd9c\ub825\uc5d0\uc11c \ucd5c\uc885 \ubd84\ub958\ub97c \uc815\uaddc\uc2dd\uc73c\ub85c \ud30c\uc2f1\ud558\ub824 \ud588\ub294\ub370, \ubaa8\ub378\uc774 \ucd9c\ub825 \ud615\uc2dd\uc744 \uc870\uae08\uc529 \ub2ec\ub9ac \ud558\uba74\uc11c \ud30c\uc2f1\uc774 \uc790\uafb8 \uae68\uc84c\ub2e4. \ud574\uacb0\ucc45\uc740 \uc704 \ucf54\ub4dc\ucc98\ub7fc \ucd5c\uc885 \ub2f5\ubcc0\uc744 <code>[\ubd84\ub958]:<\/code> \ud615\ud0dc\uc758 \uba85\ud655\ud55c \ud615\uc2dd\uc73c\ub85c \ucd9c\ub825\ud558\ub3c4\ub85d \ud504\ub86c\ud504\ud2b8\uc5d0 \ubabb \ubc15\ub294 \uac83\uc774\uc5c8\ub2e4. \ub098\uc911\uc5d0 \ud30c\uc2f1 \ucf54\ub4dc\uc5d0\uc11c \uc608\uc678 \ucc98\ub9ac\ud558\ub294 \uac83\ubcf4\ub2e4 \ud504\ub86c\ud504\ud2b8 \ub808\ubca8\uc5d0\uc11c \ud615\uc2dd\uc744 \uac15\uc81c\ud558\ub294 \uac8c \ud6e8\uc52c \ub0ab\ub2e4.<\/p>\n<p><strong>\uc2e4\uc218 3: \uc608\uc2dc\uac00 \ub108\ubb34 \uae54\ub054\ud588\ub2e4.<\/strong> \uc774\uac8c \uac00\uc7a5 \uc758\uc678\uc600\ub2e4 \u2014 \uc608\uc2dc\ub97c &#8220;\uad50\uacfc\uc11c \uac19\uc740&#8221; \ud2f0\ucf13\ub4e4\ub85c\ub9cc \uad6c\uc131\ud588\ub354\ub2c8, \uc2e4\uc81c \uc0ac\uc6a9\uc790 \ud2f0\ucf13\uc5d0\uc11c \uc131\ub2a5\uc774 \ub5a8\uc5b4\uc84c\ub2e4. \uc2e4\uc81c \ud2f0\ucf13\uc740 \uc624\ud0c0\uac00 \uc788\uace0, \ub9e5\ub77d\uc774 \ubd80\uc871\ud558\uace0, \ud55c \ud2f0\ucf13\uc5d0 \uc5ec\ub7ec \ubb38\uc81c\uac00 \uc11e\uc5ec \uc788\ub2e4. \uc608\uc2dc\ub3c4 \uadf8\ub7f0 \ud604\uc2e4\uc801\uc778 \ub178\uc774\uc988\ub97c \uc77c\ubd80 \ubc18\uc601\ud574\uc57c \ud588\ub2e4.<\/p>\n<hr \/>\n<h2>Few-Shot + CoT \uc870\ud569, \uc5b8\uc81c \uc4f0\ub294 \uac8c \ub9de\ub098<\/h2>\n<p>\ub450 \uae30\ubc95\uc744 \uac19\uc774 \uc4f0\uba74 \uac15\ub825\ud558\uc9c0\ub9cc, \ubaa8\ub4e0 \uc0c1\ud669\uc5d0 \ucd5c\uc801\uc740 \uc544\ub2c8\ub2e4. \ub0b4\uac00 \uc4f0\ub294 \ud310\ub2e8 \uae30\uc900\uc740 \uc774\ub807\ub2e4.<\/p>\n<p><strong>Few-Shot\ub9cc \uc4f8 \ub54c:<\/strong> \ud0dc\uc2a4\ud06c \ud328\ud134\uc774 \uba85\ud655\ud558\uace0 \ubc18\ubcf5\uc801\uc77c \ub54c. \ucd94\ub860\ubcf4\ub2e4 \ud615\uc2dd\uc774\ub098 \uc2a4\ud0c0\uc77c\uc744 \ub9de\ucd94\ub294 \uac8c \uc911\uc694\ud560 \ub54c. \uc751\ub2f5 \uc18d\ub3c4\uac00 \uc911\uc694\ud560 \ub54c.<\/p>\n<p><strong>CoT\ub9cc \uc4f8 \ub54c:<\/strong> \uc0c8\ub85c\uc6b4 \uc720\ud615\uc758 \ubb38\uc81c\ub77c \uc608\uc2dc\ub97c \uad6c\uc131\ud558\uae30 \uc5b4\ub824\uc6b8 \ub54c. \ub2e4\ub2e8\uacc4 \ucd94\ub860\uc774 \ud544\uc694\ud55c \ubcf5\uc7a1\ud55c \ud0dc\uc2a4\ud06c. \ucd94\ub860 \uacfc\uc815\uc744 \ub85c\uadf8\ub85c \ub0a8\uaca8\uc57c \ud560 \ub54c (\ub514\ubc84\uae45 \ubaa9\uc801\uc73c\ub85c \uaf64 \uc720\uc6a9\ud558\ub2e4).<\/p>\n<p><strong>\ub458 \ub2e4 \uc4f8 \ub54c:<\/strong> \ubcf5\uc7a1\ud55c \ubd84\ub958 \ud0dc\uc2a4\ud06c\ucc98\ub7fc \ubaa8\ud638\uc131\uc774 \ub192\uace0 \ud310\ub2e8 \uadfc\uac70\uac00 \ud544\uc694\ud55c \uacbd\uc6b0. \uc815\ud655\ub3c4\uac00 \ub9e4\uc6b0 \uc911\uc694\ud55c \ucf00\uc774\uc2a4.<\/p>\n<p>\uc870\ud569\ud560 \ub54c\ub294 Few-Shot \uc608\uc2dc \uc790\uccb4\uc5d0 \ucd94\ub860 \uacfc\uc815\uc744 \ud3ec\ud568\uc2dc\ud0a4\ub294 \ubc29\uc2dd\uc774 \ud6a8\uacfc\uc801\uc774\ub2e4. \uc608\uc2dc\uac00 &#8220;\uc785\ub825 \u2192 \ucd9c\ub825&#8221;\uc774 \uc544\ub2c8\ub77c &#8220;\uc785\ub825 \u2192 \ucd94\ub860 \u2192 \ucd9c\ub825&#8221; \ud615\ud0dc\uac00 \ub418\ub294 \uac70\ub2e4 \u2014 \uc774\uac78 Few-Shot CoT\ub77c\uace0 \ubd80\ub978\ub2e4. \uc704\uc5d0 \uc4f4 <code>good_examples<\/code> \ucf54\ub4dc\uac00 \uc2e4\uc81c\ub85c \uadf8 \ud615\ud0dc\ub2e4. \uac01 \uc608\uc2dc\uc5d0 \ub2ec\ub9b0 \uad04\ud638 \uc548 \uc124\uba85\uc774 \ubc14\ub85c \ucd94\ub860 \ub2e8\uacc4 \uc5ed\ud560\uc744 \ud55c\ub2e4.<\/p>\n<hr \/>\n<h2>\uacb0\uad6d \ub0b4\uac00 \uad8c\ud558\ub294 \ubc29\ubc95<\/h2>\n<p>2\uc8fc\uac04 \ud14c\uc2a4\ud2b8\ud55c \uacb0\uacfc\ub97c \uc194\uc9c1\ud558\uac8c \uc815\ub9ac\ud558\uba74 \uc774\ub807\ub2e4.<\/p>\n<p><strong>\uc2dc\uc791\uc740 Few-Shot\ubd80\ud130.<\/strong> CoT\ub97c \uba3c\uc800 \ubd99\uc774\uace0 \uc2f6\uc740 \ucda9\ub3d9\uc774 \uc788\uc9c0\ub9cc, \uc88b\uc740 \uc608\uc2dc 5~6\uac1c\ub97c \ub9cc\ub4dc\ub294 \uac8c \uae30\ubc18\uc774 \ub418\uc5b4\uc57c \ud55c\ub2e4. \uc608\uc2dc \ud488\uc9c8\uc774 \ub098\uc058\uba74 CoT\ub97c \ubd99\uc5ec\ub3c4 \ub098\uc05c \ucd94\ub860\uc744 \uadf8\ub7f4\ub4ef\ud558\uac8c \ud3ec\uc7a5\ud560 \ubfd0\uc774\ub2e4.<\/p>\n<p><strong>\uc608\uc2dc\ub294 \ud300\uc774 \uac19\uc774 \ub9cc\ub4e0\ub2e4.<\/strong> \ud63c\uc790 \ub9cc\ub4e4\uba74 \ubcf8\uc778 \ud3b8\uacac\uc774 \ub4e4\uc5b4\uac04\ub2e4. \uc2e4\uc81c \ub370\uc774\ud130\uc5d0\uc11c \ucf00\uc774\uc2a4\ub97c \ubf51\uace0, \ub450 \uba85 \uc774\uc0c1\uc774 \ub808\uc774\ube14\uc744 \ubd99\uc778 \ub4a4 \ubd88\uc77c\uce58\ud558\ub294 \ucf00\uc774\uc2a4\ub97c \uba3c\uc800 \uac80\ud1a0\ud55c\ub2e4. \uc758\uacac\uc774 \uac08\ub9ac\ub294 \ucf00\uc774\uc2a4\uac00 \uc624\ud788\ub824 \uac00\uc7a5 \uc88b\uc740 \uc608\uc2dc \uc7ac\ub8cc\ub2e4.<\/p>\n<p><strong>CoT\ub294 \uc120\ud0dd\uc801\uc73c\ub85c.<\/strong> \ubcf5\uc7a1\ub3c4\uc640 \ube44\uc6a9\uc744 \ub530\uc838\uc11c \uc4f4\ub2e4. \ub0b4 \uacbd\uc6b0 \ubd84\ub958 \ud0dc\uc2a4\ud06c\uc5d0\ub294 \ud655\uc2e4\ud788 \ub3c4\uc6c0\ub410\uc9c0\ub9cc, \uc694\uc57d \ud0dc\uc2a4\ud06c\uc5d0\uc11c\ub294 \ubcc4 \ucc28\uc774\uac00 \uc5c6\uc5c8\ub2e4.<\/p>\n<p><strong>\ucd9c\ub825 \ud615\uc2dd\uc740 \ud56d\uc0c1 \uba85\uc2dc\ud55c\ub2e4.<\/strong> CoT\ub4e0 \uc544\ub2c8\ub4e0, \ud30c\uc2f1\uc774 \ud544\uc694\ud55c \uad6c\uc870\ud654\ub41c \ucd9c\ub825\uc774\ub77c\uba74 \ud615\uc2dd\uc744 \ud504\ub86c\ud504\ud2b8\uc5d0 \uc815\ud655\ud788 \uc9c0\uc815\ud55c\ub2e4.<\/p>\n<p><strong>\uadf8\ub9ac\uace0 \uac00\uc7a5 \uc911\uc694\ud55c \uac83 \u2014 \ud3c9\uac00 \ub370\uc774\ud130\uc14b\uc744 \ubbf8\ub9ac \ub9cc\ub4e0\ub2e4.<\/strong> \ud504\ub86c\ud504\ud2b8\ub97c \ubc14\uafc0 \ub54c\ub9c8\ub2e4 &#8220;\ub290\ub08c\uc0c1 \uc88b\uc544\uc9c4 \uac83 \uac19\uc740\ub370&#8221;\ub85c \ud310\ub2e8\ud558\uba74 \uc548 \ub41c\ub2e4. \ub808\uc774\ube14\uc774 \ub2ec\ub9b0 \ud14c\uc2a4\ud2b8 \ucf00\uc774\uc2a4 50~100\uac1c\ub97c \ub9cc\ub4e4\uc5b4 \ub450\uace0, \ubcc0\uacbd\ud560 \ub54c\ub9c8\ub2e4 \uc815\ud655\ub3c4\ub97c \uce21\uc815\ud574\uc57c \ud55c\ub2e4. \uc774\uac8c \uc5c6\uc73c\uba74 \uc5b4\ub5a4 \ubcc0\uacbd\uc774 \uc2e4\uc81c\ub85c \ud6a8\uacfc\uac00 \uc788\ub294\uc9c0 \uc804\ud600 \uc54c \uc218 \uc5c6\ub2e4. \ub098\ub294 \uc774\uac78 \ub4a4\ub2a6\uac8c \uad6c\ucd95\ud588\ub294\ub370, \ucc98\uc74c\ubd80\ud130 \ub9cc\ub4e4\uc5c8\ub2e4\uba74 \uc77c\uc8fc\uc77c\uc740 \uc544\uaf08\uc744 \uac83 \uac19\ub2e4.<\/p>\n<p>\uc774 \uc811\uadfc\ubc95\uc740 \ubd84\ub958 \ud0dc\uc2a4\ud06c \uc678\uc5d0\ub3c4 \ub300\ubd80\ubd84 \ud1b5\ud55c\ub2e4. \ucc3d\uc791\uc774\ub098 \uac1c\ubc29\ud615 \uc0dd\uc131 \ud0dc\uc2a4\ud06c\ub294 \uc815\ub7c9 \ud3c9\uac00\uac00 \uc5b4\ub824\uc6b0\ub2c8 \ubcc4\ub3c4\uc758 \uae30\uc900\uc744 \uc138\uc6b0\ub294 \uac8c \uba3c\uc800\uc9c0\ub9cc, \uadf8\uac74 \ub610 \ub2e4\ub978 \uae00\ub85c \uc815\ub9ac\ud560 \uc608\uc815\uc774\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc9c0\ub09c\ud574 11\uc6d4, \ub098\ub294 \uaf64 \uc9dc\uc99d\uc2a4\ub7ec\uc6b4 \uc0c1\ud669\uc5d0 \ucc98\ud574 \uc788\uc5c8\ub2e4. \uace0\uac1d \uc9c0\uc6d0 \ud2f0\ucf13\uc744 \ubc84\uadf8 \ub9ac\ud3ec\ud2b8, \uae30\ub2a5 \uc694\uccad, \uc77c\ubc18 \ubb38\uc758\ub85c \uc790\ub3d9 \ubd84\ub958\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4e4\uace0 \uc788\uc5c8\ub294\ub370 \u2014 GPT-4o \uae30\ubc18\uc73c\ub85c \uc9e0 \uccab \ubc88\uc9f8 \ubc84\uc804\uc774 \uc815\ud655\ub3c4 65% \uc218\uc900\uc5d0\uc11c \uaf3c\uc9dd\uc744 \uc548 \ud588\ub2e4.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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