{"id":686,"date":"2025-01-29T07:35:31","date_gmt":"2025-01-29T07:35:31","guid":{"rendered":"https:\/\/janusai.pro\/?p=686"},"modified":"2025-01-29T07:37:05","modified_gmt":"2025-01-29T07:37:05","slug":"i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive","status":"publish","type":"post","link":"https:\/\/janusai.pro\/ko\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/","title":{"rendered":"DeepSeek-R1\uc758 \ucd94\ub860 \ub2a5\ub825 \uc9c0\uc2dd\uc744 Qwen2\ub85c \uc99d\ub958\ud588\ub294\ub370 \uadf8 \uacb0\uacfc\ub294 \uc815\ub9d0 \ud3ed\ubc1c\uc801\uc774\uc5c8\uc2b5\ub2c8\ub2e4!!!"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 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:\/\/janusai.pro\/ko\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A0_What_is_knowledge_distillation\" >\u2160. \uc9c0\uc2dd \uc99d\ub958\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/janusai.pro\/ko\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#IICore_concepts\" >II.\ud575\uc2ec \uac1c\ub150<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/janusai.pro\/ko\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#21_Template_design\" >2.1 \ud15c\ud50c\ub9bf \ub514\uc790\uc778<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/janusai.pro\/ko\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#22_Reasoning_trajectory_The_%E2%80%9Cthinking_chain%E2%80%9D_of_the_models_solution\" >2.2 \ucd94\ub860 \uada4\uc801: \ubaa8\ub378 \uc194\ub8e8\uc158\uc758 '\uc0ac\uace0 \uc0ac\uc2ac'<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/janusai.pro\/ko\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#23_Rejection_sampling_Filtering_good_data_from_%E2%80%9Ctrial_and_error\" >2.3 \uac70\ubd80 \uc0d8\ud50c\ub9c1: '\uc2dc\ud589\ucc29\uc624'\uc5d0\uc11c \uc88b\uc740 \ub370\uc774\ud130 \ud544\ud130\ub9c1\ud558\uae30<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/janusai.pro\/ko\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A2Generation_of_distilled_data\" >\u2162.\uc99d\ub958 \ub370\uc774\ud130 \uc0dd\uc131<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/janusai.pro\/ko\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Data_sources\" >\ub370\uc774\ud130 \uc18c\uc2a4:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/janusai.pro\/ko\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Distillation_data_generation_process\" >\uc99d\ub958 \ub370\uc774\ud130 \uc0dd\uc131 \ud504\ub85c\uc138\uc2a4:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/janusai.pro\/ko\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A3Distillation_process\" >\u2166.\uc99d\ub958 \uacfc\uc815<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/janusai.pro\/ko\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Teacher_and_student_roles\" >\uad50\uc0ac \ubc0f \ud559\uc0dd \uc5ed\ud560:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/janusai.pro\/ko\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Training_steps\" >\uad50\uc721 \ub2e8\uacc4:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/janusai.pro\/ko\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A4_Example_demonstration\" >\u2164. \ub370\ubaa8 \uc608\uc2dc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/janusai.pro\/ko\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A5_Summary\" >\u2165. \uc694\uc57d<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A0_What_is_knowledge_distillation\"><\/span><strong>\u2160. <\/strong>\uc9c0\uc2dd \uc99d\ub958\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\uc9c0\uc2dd \uc99d\ub958\ub294 \ud06c\uace0 \ubcf5\uc7a1\ud55c \ubaa8\ub378(\uad50\uc0ac \ubaa8\ub378)\uc5d0\uc11c \uc791\uc740 \ubaa8\ub378(\ud559\uc0dd \ubaa8\ub378)\ub85c \uc9c0\uc2dd\uc744 \uc804\ub2ec\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ubaa8\ub378 \uc555\ucd95 \uae30\ubc95\uc785\ub2c8\ub2e4. <\/p>\n\n\n\n<p>\ud575\uc2ec \uc6d0\ub9ac\ub294 \uad50\uc0ac \ubaa8\ub378\uc774 \uacb0\uacfc(\uc608: \ud655\ub960 \ubd84\ud3ec \ub610\ub294 \ucd94\ub860 \uacfc\uc815)\ub97c \uc608\uce21\ud558\uc5ec \ud559\uc0dd \ubaa8\ub378\uc744 \uac00\ub974\uce58\uace0, \ud559\uc0dd \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \uc608\uce21\uc744 \ud1b5\ud574 \ud559\uc2b5\ud568\uc73c\ub85c\uc368 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uac83\uc785\ub2c8\ub2e4. <\/p>\n\n\n\n<p>\uc774 \ubc29\ubc95\uc740 \ud734\ub300\ud3f0\uc774\ub098 \uc784\ubca0\ub514\ub4dc \ub514\ubc14\uc774\uc2a4\uc640 \uac19\uc774 \ub9ac\uc18c\uc2a4\uac00 \uc81c\ud55c\ub41c \ub514\ubc14\uc774\uc2a4\uc5d0 \ud2b9\ud788 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"IICore_concepts\"><\/span>II.\ud575\uc2ec \uac1c\ub150<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"21_Template_design\"><\/span>2.1 \ud15c\ud50c\ub9bf \ub514\uc790\uc778<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud15c\ud50c\ub9bf: \ubaa8\ub378 \ucd9c\ub825\uc744 \ud45c\uc900\ud654\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \uad6c\uc870\ud654\ub41c \ud615\uc2dd\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uba74 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n<ul class=\"wp-block-list\">\n<li>: \ucd94\ub860 \ud504\ub85c\uc138\uc2a4\uc758 \uc2dc\uc791\uc744 \ud45c\uc2dc\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>: \ucd94\ub860 \ud504\ub85c\uc138\uc2a4\uc758 \ub05d\uc744 \ud45c\uc2dc\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>: \ucd5c\uc885 \ub2f5\uc548\uc758 \uc2dc\uc791\uc744 \ud45c\uc2dc\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>: \ucd5c\uc885 \ub2f5\ubcc0\uc758 \ub05d\uc744 \ud45c\uc2dc\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\uae30\ub2a5:\n<ul class=\"wp-block-list\">\n<li>\uba85\ud655\uc131: \ube48\uce78 \ucc44\uc6b0\uae30 \ubb38\uc81c\uc758 \"\ud504\ub86c\ud504\ud2b8 \ub2e8\uc5b4\"\ucc98\ub7fc \ubaa8\ub378\uc5d0 \"\uc0ac\uace0 \uacfc\uc815\uc740 \uc5ec\uae30\uc5d0, \ub2f5\uc740 \uc800\uae30\uc5d0\"\ub77c\uace0 \uc54c\ub824\uc90d\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc77c\uad00\uc131: \ubaa8\ub4e0 \ucd9c\ub825\uc774 \ub3d9\uc77c\ud55c \uad6c\uc870\ub97c \ub530\ub974\ub3c4\ub85d \ud558\uc5ec \ud6c4\uc18d \ucc98\ub9ac \ubc0f \ubd84\uc11d\uc744 \uc6a9\uc774\ud558\uac8c \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uac00\ub3c5\uc131: \uc0ac\ub78c\uc740 \ucd94\ub860 \uacfc\uc815\uacfc \ub2f5\uc744 \uc27d\uac8c \uad6c\ubd84\ud560 \uc218 \uc788\uc5b4 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"22_Reasoning_trajectory_The_%E2%80%9Cthinking_chain%E2%80%9D_of_the_models_solution\"><\/span>2.2 \ucd94\ub860 \uada4\uc801: \ubaa8\ub378 \uc194\ub8e8\uc158\uc758 '\uc0ac\uace0 \uc0ac\uc2ac'<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ucd94\ub860 \uada4\uc801: \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \ub54c \ubaa8\ub378\uc774 \uc0dd\uc131\ud55c \uc138\ubd80 \ub2e8\uacc4\ub294 \ubaa8\ub378\uc758 \ub17c\ub9ac\uc801 \uc0ac\uc2ac\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc608\uc2dc:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"759\" height=\"290\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d.png\" alt=\"\" class=\"wp-image-689\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d.png 759w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d-300x115.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d-18x7.png 18w\" sizes=\"auto, (max-width: 759px) 100vw, 759px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"23_Rejection_sampling_Filtering_good_data_from_%E2%80%9Ctrial_and_error\"><\/span>2.3 \uac70\ubd80 \uc0d8\ud50c\ub9c1: '\uc2dc\ud589\ucc29\uc624'\uc5d0\uc11c \uc88b\uc740 \ub370\uc774\ud130 \ud544\ud130\ub9c1\ud558\uae30<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac70\ubd80 \uc0d8\ud50c\ub9c1: \uc2dc\ud5d8\uc5d0\uc11c \ucd08\uc548\uc744 \uc791\uc131\ud55c \ub2e4\uc74c \uc815\ub2f5\uc744 \ubcf5\uc0ac\ud558\ub294 \uac83\uacfc \uc720\uc0ac\ud558\uac8c \uc5ec\ub7ec \uac1c\uc758 \ud6c4\ubcf4 \ub2f5\uc548\uc744 \uc0dd\uc131\ud558\uace0 \uc88b\uc740 \ub2f5\uc548\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A2Generation_of_distilled_data\"><\/span>\u2162.\uc99d\ub958 \ub370\uc774\ud130 \uc0dd\uc131<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\uc9c0\uc2dd \uc99d\ub958\uc758 \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 \uc18c\uaddc\ubaa8 \ubaa8\ub378\uc774 \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \uace0\ud488\uc9c8\uc758 '\uad50\uc721 \ub370\uc774\ud130'\ub97c \uc0dd\uc131\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_sources\"><\/span><strong>\ub370\uc774\ud130 \uc18c\uc2a4<\/strong>:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>80%\uc5d0\uc11c \uc0dd\uc131\ub41c \ucd94\ub860 \ub370\uc774\ud130\ub85c\ubd80\ud130 <a href=\"https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-R1\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">DeepSeek-R1<\/a><\/li>\n\n\n\n<li>20%\ub97c DeepSeek-V3 \uc77c\ubc18 \uc791\uc5c5 \ub370\uc774\ud130\uc5d0\uc11c \uac00\uc838\uc635\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Distillation_data_generation_process\"><\/span><strong>\uc99d\ub958 \ub370\uc774\ud130 \uc0dd\uc131 \ud504\ub85c\uc138\uc2a4<\/strong>:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uaddc\uce59 \ud544\ud130\ub9c1<\/strong>: \ub2f5\uc758 \uc815\ud655\uc131(\uc608: \uc218\ud559 \ub2f5\uc774 \uacf5\uc2dd\uc5d0 \ub9de\ub294\uc9c0 \uc5ec\ubd80)\uc744 \uc790\ub3d9\uc73c\ub85c \ud655\uc778\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uac00\ub3c5\uc131 \ud655\uc778<\/strong>: \ud63c\ud569 \uc5b8\uc5b4(\uc608: \uc911\uad6d\uc5b4\uc640 \uc601\uc5b4 \ud63c\ud569) \ub610\ub294 \uae34 \ub2e8\ub77d\uc744 \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud15c\ud50c\ub9bf \uac00\uc774\ub4dc \uc0dd\uc131<\/strong>\ud15c\ud50c\ub9bf\uc5d0 \ub530\ub77c \ucd94\ub860 \uada4\uc801\uc744 \ucd9c\ub825\ud558\ub824\uba74 DeepSeek-R1\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uac70\ubd80 \uc0d8\ud50c\ub9c1 \ud544\ud130\ub9c1<\/strong>:<\/li>\n\n\n\n<li><strong>\ub370\uc774\ud130 \ud1b5\ud569<\/strong>\uc57d 60\ub9cc \uac1c\uc758 \ucd94\ub860 \ub370\uc774\ud130\uc640 \uc57d 20\ub9cc \uac1c\uc758 \uc77c\ubc18 \ub370\uc774\ud130\ub97c \ud3ec\ud568\ud558\uc5ec \ucd5c\uc885\uc801\uc73c\ub85c 80\ub9cc \uac1c\uc758 \uace0\ud488\uc9c8 \uc0d8\ud50c\uc774 \uc0dd\uc131\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A3Distillation_process\"><\/span>\u2166.\uc99d\ub958 \uacfc\uc815<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Teacher_and_student_roles\"><\/span>\uad50\uc0ac \ubc0f \ud559\uc0dd \uc5ed\ud560:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uad50\uc0ac \ubaa8\ub378\ub85c DeepSeek-R1\uc744 \uc0ac\uc6a9\ud558\uc138\uc694;<\/li>\n\n\n\n<li>\ud559\uc0dd \ubaa8\ub378\uc778 Qwen \uc2dc\ub9ac\uc988 \ubaa8\ub378.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_steps\"><\/span>\uad50\uc721 \ub2e8\uacc4:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\uba3c\uc800, \ub370\uc774\ud130 \uc785\ub825: 80\ub9cc \uac1c\uc758 \uc0d8\ud50c \uc911 \uc9c8\ubb38 \ubd80\ubd84\uc744 Qwen \ubaa8\ub378\uc5d0 \uc785\ub825\ud558\uace0 \ud15c\ud50c\ub9bf\uc5d0 \ub530\ub77c \uc644\uc804\ud55c \ucd94\ub860 \uada4\uc801(\uc0ac\uace0 \uacfc\uc815 + \ub2f5\ubcc0)\uc744 \uc0dd\uc131\ud558\ub3c4\ub85d \uc694\uccad\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub294 \ub9e4\uc6b0 \uc911\uc694\ud55c \ub2e8\uacc4\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub2e4\uc74c\uc73c\ub85c, \uc190\uc2e4 \uacc4\uc0b0: \ud559\uc0dd \ubaa8\ub378\uc5d0\uc11c \uc0dd\uc131\ub41c \ucd9c\ub825\uc744 \uad50\uc0ac \ubaa8\ub378\uc758 \ucd94\ub860 \uada4\uc801\uacfc \ube44\uad50\ud558\uace0 \uac10\ub3c5 \ubbf8\uc138 \uc870\uc815(SFT)\uc744 \ud1b5\ud574 \ud14d\uc2a4\ud2b8 \uc21c\uc11c\ub97c \uc815\ub82c\ud569\ub2c8\ub2e4. SFT\uac00 \ubb34\uc5c7\uc778\uc9c0 \uc798 \ubaa8\ub974\uaca0\ub2e4\uba74 \ub2e4\uc74c \ud0a4\uc6cc\ub4dc\ub97c \uac80\uc0c9\ud558\uc5ec \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uc138\uc694.<\/p>\n\n\n\n<p>\ud559\uc0dd\uc758 \ub354 \ud070 \ubaa8\ub378\uc5d0 \ub300\ud55c \ub9e4\uac1c\ubcc0\uc218 \uc5c5\ub370\uc774\ud2b8\ub97c \uc644\ub8cc\ud569\ub2c8\ub2e4: \uc5ed\uc804\ud30c\ub97c \ud1b5\ud574 Qwen \ubaa8\ub378\uc758 \ub9e4\uac1c \ubcc0\uc218\ub97c \ucd5c\uc801\ud654\ud558\uc5ec \uad50\uc0ac \ubaa8\ub378\uc758 \ucd9c\ub825\uc5d0 \uadfc\uc0ac\uce58\ub97c \uad6c\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774 \uad50\uc721 \uacfc\uc815\uc744 \uc5ec\ub7ec \ubc88 \ubc18\ubcf5\ud558\uba74 \uc9c0\uc2dd\uc774 \ucda9\ubd84\ud788 \uc804\ub2ec\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub807\uac8c \ud558\uba74 \uc6d0\ub798\uc758 \uad50\uc721 \ubaa9\ud45c\ub97c \ub2ec\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc124\uba85\ud558\uae30 \uc704\ud574 \uc608\ub97c \ub4e4\uc5b4 \uc124\uba85\ud574 \ub4dc\ub9ac\ub2c8 \uc774\ud574\ud574 \uc8fc\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A4_Example_demonstration\"><\/span>\u2164. \ub370\ubaa8 \uc608\uc2dc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\uc774 \ubb38\uc11c\uc5d0\uc11c\ub294 \ud2b9\uc815 \ubc29\uc815\uc2dd \ud480\uc774 \uc791\uc5c5(\ubc29\uc815\uc2dd \ud480\uae30)\uc744 \ud1b5\ud574 \uc99d\ub958 \ud6a8\uacfc\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uad50\uc0ac \ubaa8\ub378\uc758 \ud45c\uc900 \ucd9c\ub825\uc785\ub2c8\ub2e4:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"771\" height=\"328\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352.png\" alt=\"\" class=\"wp-image-690\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352.png 771w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352-300x128.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352-768x327.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352-18x8.png 18w\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc99d\ub958 \uc804 Qwen-7B \ucd9c\ub825:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"766\" height=\"178\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb.png\" alt=\"\" class=\"wp-image-688\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb.png 766w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb-300x70.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb-18x4.png 18w\" sizes=\"auto, (max-width: 766px) 100vw, 766px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc99d\ub958 \ud6c4 Qwen-7B \ucd9c\ub825:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"759\" height=\"260\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c.png\" alt=\"\" class=\"wp-image-687\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c.png 759w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c-300x103.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c-18x6.png 18w\" sizes=\"auto, (max-width: 759px) 100vw, 759px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ucd5c\uc801\ud654\ub41c \uc194\ub8e8\uc158: \uad6c\uc870\ud654\ub41c \ucd94\ub860 \ud504\ub85c\uc138\uc2a4\uac00 \uc0dd\uc131\ub418\uba70 \ub2f5\uc740 \uad50\uc0ac \ubaa8\ub378\uacfc \ub3d9\uc77c\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A5_Summary\"><\/span>\u2165. \uc694\uc57d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\uc9c0\uc2dd \uc99d\ub958\ub97c \ud1b5\ud574 DeepSeek-R1\uc758 \ucd94\ub860 \uae30\ub2a5\uc740 \uc18c\ud615 \ubaa8\ub378\uc778 Qwen \uc2dc\ub9ac\uc988\uc5d0 \ud6a8\uc728\uc801\uc73c\ub85c \ub9c8\uc774\uadf8\ub808\uc774\uc158\ub429\ub2c8\ub2e4. \uc774 \ud504\ub85c\uc138\uc2a4\ub294 \ud15c\ud50c\ub9bf\ud654\ub41c \ucd9c\ub825\uacfc \uac70\ubd80 \uc0d8\ud50c\ub9c1\uc5d0 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. \uad6c\uc870\ud654\ub41c \ub370\uc774\ud130 \uc0dd\uc131\uacfc \uc815\uad50\ud55c \ud6c8\ub828\uc744 \ud1b5\ud574 \uc18c\uaddc\ubaa8 \ubaa8\ub378\uc740 \ub9ac\uc18c\uc2a4\uac00 \uc81c\ud55c\ub41c \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \ubcf5\uc7a1\ud55c \ucd94\ub860 \uc791\uc5c5\ub3c4 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae30\uc220\uc740 AI \ubaa8\ub378\uc758 \uacbd\ub7c9 \ubc30\ud3ec\ub97c \uc704\ud55c \uc911\uc694\ud55c \ucc38\uc870\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>","protected":false},"excerpt":{"rendered":"<p>\u2160. \uc9c0\uc2dd \uc99d\ub958\ub780 \ubb34\uc5c7\uc778\uac00\uc694? \uc9c0\uc2dd \uc99d\ub958\ub294 \ud06c\uace0 \ubcf5\uc7a1\ud55c \ubaa8\ub378(\uad50\uc0ac \ubaa8\ub378)\uc5d0\uc11c \uc791\uc740 \ubaa8\ub378(\ud559\uc0dd \ubaa8\ub378)\ub85c \uc9c0\uc2dd\uc744 \uc804\ub2ec\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ubaa8\ub378 \uc555\ucd95 \uae30\ubc95\uc785\ub2c8\ub2e4. \ud575\uc2ec \uc6d0\ub9ac\ub294 \uad50\uc0ac \ubaa8\ub378\uc774 \uacb0\uacfc(\uc608: \ud655\ub960 \ubd84\ud3ec \ub610\ub294 \ucd94\ub860 \uacfc\uc815)\ub97c \uc608\uce21\ud558\uc5ec \ud559\uc0dd \ubaa8\ub378\uc744 \uac00\ub974\uce58\uace0, \ud559\uc0dd \ubaa8\ub378\uc740 ...<\/p>","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-686","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/posts\/686","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/comments?post=686"}],"version-history":[{"count":2,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/posts\/686\/revisions"}],"predecessor-version":[{"id":692,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/posts\/686\/revisions\/692"}],"wp:attachment":[{"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/media?parent=686"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/categories?post=686"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/tags?post=686"}],"curies":[{"name":"\uc6cc\ub4dc\ud504\ub808\uc2a4","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}