{"id":17644,"date":"2025-07-01T21:30:02","date_gmt":"2025-07-01T14:30:02","guid":{"rendered":"https:\/\/hblabgroup.com\/?p=17644"},"modified":"2025-07-01T21:47:06","modified_gmt":"2025-07-01T14:47:06","slug":"insight-about-deepseek","status":"publish","type":"post","link":"https:\/\/hblabgroup.com\/ko\/insight-about-deepseek\/","title":{"rendered":"DeepSeek\uc5d0 \uad00\ud55c \ud3ec\uad04\uc801\uc778 \ubd84\uc11d"},"content":{"rendered":"

DeepSeek \ubaa8\ub378\uc740 DeepSeekMoE\ub97c \uc2dc\uc791\uc73c\ub85c DeepSeek-V2, DeepSeek-V3\ub97c \uac70\uccd0 \ud604\uc7ac\ub294 DeepSeek-R1 \ubc84\uc804\uae4c\uc9c0 \ubc1c\uc804\ud558\uc600\uc73c\uba70 \ud2b9\ud788 DeepSeek-R1\uc740 \ucd94\ub860(reasoning) \uc131\ub2a5\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uacb0\uacfc\ub97c \ubcf4\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4. DeepSeek \uc2dc\ub9ac\uc988\uc758 \ubaa8\ub4e0 \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98\u00a0 MoE (Mixture of Experts)\ub97c \uae30\ubc18\uc73c\ub85c \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8\ub807\ub2e4\uba74 DeepSeek-R1\uc740 \uc5b4\ub5a4 \ubc29\uc2dd\uc73c\ub85c \ud559\uc2b5\ub418\uc5c8\uc744\uae4c\uc694?<\/p>\n

DeepSeek-V3 \ubc84\uc804\uc5d0\uc11c\ub294 \ubaa8\ub378\uc774 \uae30\ubcf8\uc801\uc778 \uc9c8\ubb38\uc5d0 \ub2f5\ubcc0\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \uac16\ucd94\uae30 \uc704\ud574 \uac10\ub3c5 \ud559\uc2b5(Supervised Fine-Tuning, SFT) \ub2e8\uacc4\ub97c \ud544\uc694\ub85c \ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \ucd94\ub860 \ub370\uc774\ud130\uc640 \ube44\ucd94\ub860 \ub370\uc774\ud130\ub97c \ubaa8\ub450 \ud3ec\ud568\ud55c \ub300\uaddc\ubaa8 \uac10\ub3c5 \ub370\uc774\ud130\uc14b\uc774 \uc0ac\uc6a9\ub418\uc5c8\uc73c\uba70 \uc774\ub294 \ubaa8\ub378\uc758 \uc131\ub2a5 \ud5a5\uc0c1\uc744 \uc704\ud55c \ud575\uc2ec \uc694\uc18c\ub85c \uc791\uc6a9\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n

\ubc18\uba74, DeepSeek-R1-Zero\ub294 \uc774\ub7ec\ud55c SFT \ub2e8\uacc4\ub97c \uc0dd\ub7b5\ud558\uace0, \uac15\ud654 \ud559\uc2b5(Reinforcement Learning, RL) \uc744 \uc9c1\uc811 \uc801\uc6a9\ud568\uc73c\ub85c\uc368 \ubaa8\ub378\uc774 \uc678\ubd80 \uac10\ub3c5 \uc5c6\uc774 \uc2a4\uc2a4\ub85c \uc9c4\ud654\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \uc9c0\uc18d \ud559\uc2b5(continuous learning) \uc744 \uac00\ub2a5\ud558\uac8c \ud558\uba70 \uacb0\uacfc\uc801\uc73c\ub85c \ubaa8\ub378\uc774 \ucd94\ub860 \ub2a5\ub825\uc744 \uc790\uc728\uc801\uc73c\ub85c \uc2b5\ub4dd\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n

DeepSeek-R1-Zero\uc5d0\uc11c \uc0ac\uc6a9\ub41c \ubcf4\uc0c1 \ubaa8\ub378(Reward Model)\uc740 \uae30\uc874\uc758 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc5d0\uc11c \ud754\ud788 \uc0ac\uc6a9\ub418\ub294 \uc751\ub2f5 \uc810\uc218 \uae30\ubc18\uc758 reward model\uc774 \uc544\ub2cc, \uaddc\uce59 \uae30\ubc18(rule-based) \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \ubcf4\uc0c1\uc774 \uc8fc\uc5b4\uc84c\uc2b5\ub2c8\ub2e4. \uc774 \ubcf4\uc0c1\uc740 \ud06c\uac8c \ub450 \uac00\uc9c0 \uae30\uc900\uc73c\ub85c \uad6c\uc131\ub418\uc5c8\ub294\ub370, \ud558\ub098\ub294 \uc815\ud655\ud55c \ub2f5\ubcc0\uc5d0 \ub300\ud55c \ubcf4\uc0c1, \ub2e4\ub978 \ud558\ub098\ub294 \uc815\ud574\uc9c4 \ud615\uc2dd(format)\uc5d0 \ubd80\ud569\ud558\ub294 \uc751\ub2f5\uc5d0 \ub300\ud55c \ubcf4\uc0c1\uc774\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

GRPO(Grounded Policy Optimization) \ud559\uc2b5\uc774 \uc644\ub8cc\ub41c \ud6c4, DeepSeek-R1-Zero\ub294 \uc0ac\uc2e4\uc131(Verifiability), \uc790\uae30 \ubc18\uc131(Self-reflection), \uae34 \uc5f0\uc1c4\uc801 \uc0ac\uace0(CoT, Chain-of-Thought) \uc0dd\uc131 \ub2a5\ub825 \ub4f1\uc744 \uac16\ucd94\uace0 \uc788\uc74c\uc774 \ud655\uc778\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ud574\ub2f9 \ubaa8\ub378\uc740 \uac10\ub3c5 \ub370\uc774\ud130 \uc5c6\uc774\ub3c4, \uc624\uc9c1 \uac15\ud654 \ud559\uc2b5(RL)\ub9cc\uc73c\ub85c \ucd94\ub860 \ub2a5\ub825\uc744 \uc2a4\uc2a4\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\uc5c8\uc73c\uba70, \uc815\ub2f5\uc744 \uc720\ub3c4\ud558\uae30 \uc704\ud55c \uc8fc\uc11d\uc774 \uc788\ub294 \ub370\uc774\ud130 \uc5c6\uc774\ub3c4 \uc758\ubbf8 \uc788\ub294 reasoning \ub2a5\ub825\uc744 \uc2b5\ub4dd\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c RL \ubc18\ubcf5 \ud559\uc2b5\uc774 \uc9c4\ud589\ub428\uc5d0 \ub530\ub77c, \ubaa8\ub378\uc740 \uc810\ucc28 \uc790\uc2e0\uc758 \ub2f5\ubcc0\uc744 \uc7ac\uac80\ud1a0\ud558\uace0, \ubc18\uc131\ud558\uba70, \ub300\uc548\uc801 \ud574\uacb0\ucc45\uc744 \ud0d0\uc0c9\ud558\ub294 \ud589\ub3d9\uc744 \uc2a4\uc2a4\ub85c \ubcf4\uc774\uae30 \uc2dc\uc791\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ucd94\ub860 \ub2a5\ub825\uc758 \uac15\ud654\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc720\ub3c4\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n

\uadf8\ub7fc\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 DeepSeek-R1-Zero\ub294 \uc77d\uae30 \ub2a5\ub825 \ubd80\uc871(reading weakness)\uacfc \uc5b8\uc5b4 \ud63c\ud569(language mixing) \ub4f1\uc758 \ud55c\uacc4\uc810\uc744 \ub098\ud0c0\ub0c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uac1c\uc120\ud558\uae30 \uc704\ud574 DeepSeek-R1\uc774 \uc0c8\ub86d\uac8c \ub3c4\uc785\ub418\uc5c8\uc73c\uba70, \ubcf4\ub2e4 \uc815\uc81c\ub41c RL \ubc0f SFT \ud559\uc2b5\uc774 \uc801\uc6a9\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

DeepSeek-R1\uc758 RL \ud559\uc2b5 \uacfc\uc815\uc740 \ub450 \ubc88\uc73c\ub85c \ub098\ub258\uba70, \uccab \ubc88\uc9f8\ub294 \ubaa8\ub378\uc758 \ucd94\ub860 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud55c \uac83\uc774\uace0, \ub450 \ubc88\uc9f8\ub294 \uc778\uac04\uc758 \uc120\ud638\ub3c4\uc5d0 \ub9de\uac8c \uc870\uc815\ud558\uae30 \uc704\ud55c \uac83\uc785\ub2c8\ub2e4. \ub610\ud55c, \ub450 \ubc88\uc758 SFT \ud559\uc2b5\ub3c4 \ud568\uaed8 \uc9c4\ud589\ub418\uc5c8\uc73c\uba70, \uccab \ubc88\uc9f8\ub294 \uae30\ubcf8 \ubaa8\ub378\uc758 \ucd94\ub860 \ub2a5\ub825\uc744 \ud6c8\ub828\uc2dc\ud0a4\uae30 \uc704\ud55c \uac83\uc774\uace0, \ub450 \ubc88\uc9f8\ub294 \ube44\ucd94\ub860 \ub2a5\ub825\uc744 \ud6c8\ub828\uc2dc\ud0a4\uae30 \uc704\ud55c \uac83\uc785\ub2c8\ub2e4.<\/p>\n

\uac15\ud654<\/strong> \ud559\uc2b5<\/strong> \uc54c\uace0\ub9ac\uc998<\/strong><\/h3>\n

DeepSeek\uc5d0\uc11c\ub294 \uac15\ud654 \ud559\uc2b5 \ubc29\ubc95\uc73c\ub85c Group Relative Policy Optimization (GRPO) \uc54c\uace0\ub9ac\uc998\uc744 \uc81c\uc548\ud558\uc600\uc2b5\ub2c8\ub2e4. GRPO\ub294 \uc11c\ub85c \ub2e4\ub978 \ud589\ub3d9\uc744 \ube44\uad50\ud558\uace0, \ub2e4\uc591\ud55c \uad00\uce21 \uc9d1\ub2e8\uc744 \ud1b5\ud574 \uc791\uace0 \ud1b5\uc81c\ub41c \ubc29\uc2dd\uc758 \uc5c5\ub370\uc774\ud2b8\ub97c \uc218\ud589\ud568\uc73c\ub85c\uc368 \ubaa8\ub378\uc774 \ub354 \ud6a8\uacfc\uc801\uc73c\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \uc815\ucc45(policy)\uc744 \ucd5c\uc801\ud654\ud560 \ub54c \uadf8\ub8f9\uc758 \uc810\uc218\ub97c \uae30\ubc18\uc73c\ub85c \uc6b0\ub3c4(advantage)\ub97c \ucd94\uc815\ud558\ubbc0\ub85c, \ubcc4\ub3c4\uc758 critic \ubaa8\ub378\uc774 \ud544\uc694\ud558\uc9c0 \uc54a\ub2e4\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

    \n
  • GRPO\ub294 \ud558\ub098\uc758 \uadf8\ub8f9 \ub0b4\uc5d0\uc11c \ud589\ub3d9\ub4e4\uc744 \ube44\uad50\ud568\uc73c\ub85c\uc368 \uc815\ucc45(policy)\uc758 \uc5c5\ub370\uc774\ud2b8 \ubcc0\ud654 \ud3ed\uc744 \uc904\uc5ec, \ud559\uc2b5\uc758 \uc548\uc815\uc131\uc744 \ub192\uc785\ub2c8\ub2e4.<\/li>\n
  • \uc81c\uc5b4\ub41c \uc5c5\ub370\uc774\ud2b8\ub294 KL \uc81c\uc57d \uc870\uac74\uc744 \ud1b5\ud574 \uc815\ucc45\uc774 \ubd88\uc548\uc815\ud574\uc9c8 \uc218 \uc788\ub294 \ud070 \ubcc0\ud654\ub97c \ubc29\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n
  • GRPO\ub294 \uac00\ub2a5\ud55c \ubaa8\ub4e0 \ud589\ub3d9\uc744 \ud3c9\uac00\ud560 \ud544\uc694\uac00 \uc5c6\uae30 \ub54c\ubb38\uc5d0, \uacc4\uc0b0 \ud6a8\uc728\uc131\uc744 \ub192\uc774\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/li>\n
  • GRPO\ub294 PPO(Proximal Policy Optimization)\uc640 \uc720\uc0ac\ud558\uc9c0\ub9cc, PPO\uc640 \ub2ec\ub9ac critic \ubaa8\ub378\uc774 \uc5c6\uc73c\uba70, \uac01 \uc785\ub825\uc5d0 \ub300\ud574 \uadf8\ub8f9 \uae30\ubc18 \uc0d8\ud50c\ub9c1\uc744 \uc218\ud589\ud558\uc5ec \uc808\ub300\uc801 \uc131\ub2a5\uc774 \uc544\ub2cc \uc0c1\ub300\uc801 \uc131\ub2a5\uc5d0 \ucd08\uc810\uc744 \ub9de\ucda5\ub2c8\ub2e4.<\/li>\n<\/ul>\n

    \ucf5c\ub4dc \uc2a4\ud0c0\ud2b8 (Cold Start)<\/h3>\n

    \"Deepseek\"<\/p>\n

    DeepSeek-R1\uc758 \ud559\uc2b5 \ud30c\uc774\ud504\ub77c\uc778\uc5d0\uc11c \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 DeepSeek-R1-Zero\uac00 \uc9c1\uba74\ud55c \ubb38\uc81c\ub4e4\uc744 \ud574\uacb0\ud558\ub294 \ub370 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 SFT \uac10\ub3c5 \ud559\uc2b5 \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ucf1c \uc77d\uae30 \ub2a5\ub825(reading ability)\uacfc \ucd9c\ub825 \ud488\uc9c8(output performance)\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uba70, \uc774\ud6c4 \uc9c4\ud589\ub420 \uccab \ubc88\uc9f8 RL \ud559\uc2b5 \uacfc\uc815\uc5d0 \ub300\ube44\ud569\ub2c8\ub2e4.<\/p>\n

    \ucf5c\ub4dc \uc2a4\ud0c0\ud2b8 \ud559\uc2b5\uc744 \uc704\ud55c \ub370\uc774\ud130\uc14b\uc744 \uc0dd\uc131\ud558\uae30 \uc704\ud574, \uc5f0\uad6c\uc9c4\uc740 \ub2e4\uc591\ud55c \uc811\uadfc \ubc29\uc2dd\uc744 \uc2dc\ub3c4\ud558\uc600\uc2b5\ub2c8\ub2e4:<\/p>\n

      \n
    • Few-shot <\/strong>\ubc29\uc2dd<\/strong> \ud65c\uc6a9<\/strong>: \ubca0\uc774\uc2a4 \ubaa8\ub378\uc5d0 \uae34 Chain-of-Thought(CoT)\uac00 \ud3ec\ud568\ub41c \ud504\ub86c\ud504\ud2b8\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc218\ud559\uacfc \uac19\uc740 \ubcf5\uc7a1\ud55c \ubb38\uc81c\uc5d0 \ub300\ud574 \uc5ec\ub7ec \ub2e8\uacc4\ub97c \ud3ec\ud568\ud55c \ud574\uacb0 \uacfc\uc815\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4.<\/li>\n
    • \ubaa8\ub378<\/strong> \ud504\ub86c\ud504\ud2b8\ub97c<\/strong> \uc9c1\uc811<\/strong> \uc0ac\uc6a9<\/strong>: \ubca0\uc774\uc2a4 \ubaa8\ub378\uc774 \ud504\ub86c\ud504\ud2b8\ub97c \ubc14\ud0d5\uc73c\ub85c \uc790\uc2e0\uc758 \ud574\uacb0 \uacfc\uc815\uc744 \ubc18\uc131(reflection)\ud558\uace0 \uac80\uc99d(verification)\ud558\ub294 \uc790\uc138\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\ub3c4\ub85d \uc720\ub3c4\ud569\ub2c8\ub2e4.<\/li>\n
    • DeepSeek-R1-Zero<\/strong>\uc758<\/strong> \ucd9c\ub825<\/strong> \uc7ac\uc0ac\uc6a9<\/strong>: DeepSeek-R1-Zero\uc5d0\uc11c \uc77d\uc744 \uc218 \uc788\ub294 \ucd9c\ub825\uc744 \uc120\ubcc4\ud558\uc5ec \uac00\uacf5 \ubc0f \uc815\uc81c\ud558\uc5ec \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n
    • \ucd9c\ub825<\/strong> \ud615\uc2dd<\/strong> \uc124\uacc4<\/strong>: \uac00\ub3c5\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud574, \uad6c\uc870\ud654\ub41c \ucd9c\ub825 \ud3ec\ub9f7\uc744 \uc0c8\ub86d\uac8c \uc124\uacc4\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n

      \uc774\ub7ec\ud55c \ubc29\ubc95\uc774 DeepSeek-R1-Zero\uc5d0 \ube44\ud574 \uac16\ub294 \uc7a5\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n

        \n
      • \uc9c0\uc815\ub41c \ud3ec\ub9f7\uc5d0 \ub530\ub77c \ucd9c\ub825\ud568\uc73c\ub85c\uc368 \uac00\ub3c5\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n
      • \ubcf5\uc7a1\ud55c \ucd94\ub860 \uacfc\uc81c\uc5d0\uc11c \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n
      • \uad6c\uc870\ud654\ub41c \ub370\uc774\ud130\uc640 \uc778\uac04\uc758 \uacbd\ud5d8\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uac15\ud654\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n

        \ucd94\ub860<\/strong> \uc911\uc2ec\uc758<\/strong> \uac15\ud654<\/strong> \ud559\uc2b5<\/strong>(RL) <\/strong>\ud6c8\ub828<\/strong><\/h3>\n

        \ucf5c\ub4dc \uc2a4\ud0c0\ud2b8(Cold Start) \ub2e8\uacc4\ub97c \ub9c8\uce5c \ud6c4, \ubaa8\ub378\uc740 \ucf5c\ub4dc \uc2a4\ud0c0\ud2b8 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uac15\ud654 \ud559\uc2b5(RL)\uc744 \uacc4\uc18d \uc218\ud589\ud558\uac8c \ub429\ub2c8\ub2e4. \uc774 \ud6c8\ub828\uc740 \ud2b9\ud788 \ucf54\ub529, \uc218\ud559, \uacfc\ud559, \ub17c\ub9ac\uc801 \ucd94\ub860\uacfc \uac19\uc740 \uacfc\uc81c\uc5d0 \uc911\uc810\uc744 \ub450\uace0 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ubaa8\ub378\uc774 \uc5b8\uc5b4\ub97c \ud63c\ub3d9\ud558\ub294 \ud604\uc0c1\uc774 \uad00\ucc30\ub418\uc5c8\uc73c\uba70, \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uc5b8\uc5b4 \ud63c\uc6a9 \ubb38\uc81c\ub97c \uc644\ud654\ud558\ub294 \ud2b9\uc815\ud55c \ubcf4\uc0c1 \ubaa8\ub378(reward model)\uc774 \uc124\uacc4\ub418\uc5b4 \ub3c4\uc785\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

        \ud6c8\ub828 \uacfc\uc815<\/strong><\/p>\n

          \n
        • \u00a0\uc815\ud655\uc131\uc5d0 \ub300\ud55c \ubcf4\uc0c1<\/strong>: \ubcf4\uc0c1 \uc2dc\uc2a4\ud15c\uc740 \ubaa8\ub378\uc774 \uba85\ud655\ud558\uac8c \uc815\uc758\ub41c \ubb38\uc81c\uc5d0 \ub300\ud574 \uc62c\ubc14\ub978 \uc815\ub2f5\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n
        • \uc5b8\uc5b4 \ud63c\uc6a9 \ucd5c\uc18c\ud654<\/strong>: RL \ud559\uc2b5 \uc911 \uc790\uc8fc \ubc1c\uc0dd\ud558\ub294 \ubb38\uc81c \uc911 \ud558\ub098\ub294 \ud504\ub86c\ud504\ud2b8\uc5d0 \uc5ec\ub7ec \uc5b8\uc5b4\uac00 \ud3ec\ud568\ub420 \uacbd\uc6b0, CoT \ucd9c\ub825\uc5d0\uc11c \uc5b8\uc5b4\uac00 \uc77c\uad00\ub418\uc9c0 \uc54a\uac8c \ud63c\ud569\ub418\ub294 \ud604\uc0c1\uc785\ub2c8\ub2e4.
          \n\uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574, \uc800\uc790\ub4e4\uc740 CoT \ub0b4 \ubaa9\ud45c \uc5b8\uc5b4 \ub2e8\uc5b4\uc758 \ube44\uc728\uc744 \uae30\uc900\uc73c\ub85c \uc5b8\uc5b4 \uc77c\uad00\uc131\uc5d0 \ub300\ud55c \ubcf4\uc0c1 \ud56d\ubaa9\uc744 \ub3c4\uc785\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n
        • \ud559\uc2b5 \uc218\ub834:<\/strong> \ud559\uc2b5\uc740 \ubaa8\ub378\uc774 \uc218\ub834\ud560 \ub54c\uae4c\uc9c0 \uc9c0\uc18d\ub418\uba70, \uadf8 \uacb0\uacfc \uc548\uc815\uc801\uc774\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc131\ub2a5\uc744 \ub2e4\uc591\ud55c \uacfc\uc81c\uc5d0\uc11c \ubcf4\uc5ec\uc8fc\uac8c \ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n

          \ud559\uc2b5 \uacb0\uacfc
          \n<\/strong><\/p>\n

          \uac15\ud654 \ud559\uc2b5(RL) \uc774\ud6c4 \ubaa8\ub378\uc740 MATH-500\uc774\ub098 AIME 2024\uc640 \uac19\uc740 \ub370\uc774\ud130\uc14b\uc5d0\uc11c \uc6b0\uc218\ud55c \uc131\ub2a5\uc744 \ub2ec\uc131\ud558\uc600\uc2b5\ub2c8\ub2e4.
          \n\ub610\ud55c \ubaa8\ub378\uc740 \ub17c\ub9ac\uc801\uc774\uace0 \uc77c\uad00\ub41c \ucd94\ub860 \ub2a5\ub825\uc744 \ubc14\ud0d5\uc73c\ub85c \uc815\ud655\ud558\uace0 \uba85\ub8cc\ud55c \uacb0\uacfc\ub97c \uc0dd\uc131\ud558\ub294 \ub370\uc5d0 \uc131\uacf5\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n

          \ub9ac\uc81d\uc158<\/strong> \uc0d8\ud50c\ub9c1<\/strong>(Rejection Sampling)<\/strong>\uacfc<\/strong> SFT<\/strong><\/h3>\n

          \uc774 \uacfc\uc815\uc758 \ubaa9\ud45c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4: \ubaa8\ub378\uc758 \ucd94\ub860 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud574, \uc6b0\uc218\ud55c \ucd94\ub860 \ucd9c\ub825\uc744 \uc120\ubcc4\ud558\uace0 \uc815\uc81c\ud558\uc5ec \ud559\uc2b5\uc5d0 \ud65c\uc6a9\ud569\ub2c8\ub2e4. \uae00\uc4f0\uae30, \ub864\ud50c\ub808\uc789, \ubc88\uc5ed \ub4f1 \ube44\ucd94\ub860\uc801 \uc77c\ubc18 \ub2a5\ub825\uc758 \ubc94\uc704\ub97c \ud655\uc7a5\ud569\ub2c8\ub2e4.\u00a0 \ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ub17c\ub9ac\uc801\uc73c\ub85c \uc77c\uad00\ub41c \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\uae30 \uc704\ud574 \ud63c\ub780\uc2a4\ub7ec\uc6b4 \ucd9c\ub825\uc740 \ud544\ud130\ub9c1\ud558\uace0, \uac00\ub3c5\uc131\uc774 \ub192\uace0 \uc77c\uad00\uc131 \uc788\ub294 \uc751\ub2f5\ub9cc\uc744 \ub0a8\uae40\uc73c\ub85c\uc368 \ubaa8\ub378\uc758 \uc751\ub2f5 \ud488\uc9c8\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/p>\n

          \ucd94\ub860<\/strong> \ub370\uc774\ud130<\/strong> \ucc98\ub9ac<\/strong><\/p>\n

            \n
          • \u00a0\ub9ac\uc81d\uc158 \uc0d8\ud50c\ub9c1 (Rejection Sampling): RL \ud559\uc2b5 \uc774\ud6c4, \ubaa8\ub378\uc758 \ucd9c\ub825\uc5d0\ub294 \ubd80\uc801\uc808\ud55c \ub0b4\uc6a9\uc774 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
            \n\uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \ub9ac\uc81d\uc158 \uc0d8\ud50c\ub9c1 \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec, \ud6c8\ub828\ub41c \ubaa8\ub378\ub85c\ubd80\ud130 \uc720\ud6a8\ud55c \ucd9c\ub825\ub9cc \uc120\ubcc4\ud558\uace0, \uc774 \ub370\uc774\ud130\ub97c SFT(\uc9c0\ub3c4 \ud559\uc2b5) \ubaa8\ub378 \ud6c8\ub828\uc5d0 \ud65c\uc6a9\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n
          • \uc774 \ub2e8\uacc4\uc5d0\uc11c, \ub2e4\uc591\ud55c \ub3c4\uba54\uc778\uc758 \ub370\uc774\ud130\ub97c \ud3ec\ud568\uc2dc\ucf1c \ub370\uc774\ud130\uc14b\uc744 \ud655\uc7a5\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n
          • \ubaa8\ub378\uc758 \ucd9c\ub825\uc774 \ud63c\ub780\uc2a4\ub7fd\uac70\ub098 \uc774\ud574\ud558\uae30 \uc5b4\ub824\uc6b4 \uacbd\uc6b0\uac00 \uc874\uc7ac\ud558\uae30 \ub54c\ubb38\uc5d0 \uc5f0\uad6c\uc9c4\uc740 \uc5b8\uc5b4\uac00 \uc77c\uad00\ub418\uc9c0 \uc54a\uc740 \ucd9c\ub825, \uc9c0\ub098\uce58\uac8c \uae34 \ub2e8, \ucf54\ub4dc\uac00 \ud3ec\ud568\ub41c CoT \ub4f1\uc744 \ud544\ud130\ub9c1\ud558\uc5ec \ub370\uc774\ud130 \uc815\uc81c(cleaning)\ub97c \uc218\ud589\ud558\uc600\uc2b5\ub2c8\ub2e4. \uac01 \ucd94\ub860 \uacfc\uc81c\uc5d0 \ub300\ud574 \ub2e4\uc591\ud55c \uc751\ub2f5\uc744 \uc0d8\ud50c\ub9c1\ud55c \ud6c4, \uc815\ub2f5\uc778 \uc751\ub2f5\ub9cc \uc120\ubcc4\ud558\uc600\uc2b5\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \uc57d 60\ub9cc \uac1c(600K)\uc758 \ucd94\ub860 \uad00\ub828 \ud559\uc2b5 \uc0d8\ud50c\uc744 \uc218\uc9d1\ud558\ub294 \ub370 \uc131\uacf5\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n

            \ube44\ucd94\ub860<\/strong> \ub370\uc774\ud130<\/strong><\/p>\n

            \uc774 \ub370\uc774\ud130\ub294 \uae00\uc4f0\uae30, \uc9c8\ubb38\uc751\ub2f5(QA), \ubc88\uc5ed \ub4f1\uacfc \uac19\uc740 \ube44\ucd94\ub860 \uacfc\uc81c\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacfc\uc81c\uc5d0 \ub300\ud574\uc11c\ub294 DeepSeek-V3\uc758 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ud65c\uc6a9\ud558\uc600\uc73c\uba70, DeepSeek-V3\uc5d0\uc11c \uc774\ubbf8 \uc218\uc9d1\ub41c \uc77c\ubd80 SFT \ub370\uc774\ud130\uc14b\uc744 \uc7ac\uc0ac\uc6a9\ud558\uc600\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ud2b9\uc815 \ube44\ucd94\ub860 \uacfc\uc81c\uc758 \uacbd\uc6b0, DeepSeek-V3\ub97c \ud638\ucd9c\ud558\uc5ec \uc7a0\uc7ac\uc801\uc778 Chain-of-Thought(CoT)\ub97c \uc0dd\uc131\ud568\uc73c\ub85c\uc368, \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub354 \ub098\uc740 \ucd94\ub860 \uacfc\uc815\uc744 \uc81c\uacf5\ud558\uace0\uc790 \ud558\uc600\uc2b5\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \uc57d 20\ub9cc \uac1c(200K)\uc758 \ube44\ucd94\ub860 \ud559\uc2b5 \uc0d8\ud50c\uc774 \uc0dd\uc131\ub418\uc5b4 \ubaa8\ub378 \ud6c8\ub828\uc5d0 \ud65c\uc6a9\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

            \ubb38\ub9e5<\/strong>(context)<\/strong>\uc744<\/strong> \uc704\ud55c<\/strong> \uac15\ud654<\/strong> \ud559\uc2b5<\/strong> (RL)<\/strong><\/h3>\n

            \uc774 \ub2e8\uacc4\ub294 DeepSeek-R1\uc744 \ubbf8\uc138 \uc870\uc815\ud558\uc5ec, \ubaa8\ub4e0 \ucd94\ub860(task reasoning) \ubc0f \ubc94\uc6a9 \ubaa9\uc801(general-purpose) \uacfc\uc81c\ub97c \uc778\uac04\uc758 \uc120\ud638\ub3c4\uc5d0 \ub9de\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc774 \uc720\uc6a9\ud558\uace0, \ud574\uac00 \uc5c6\uc73c\uba70, \ud6a8\uc728\uc801\uc778 \uc751\ub2f5\uc744 \uc81c\uacf5\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n

            \uc8fc\uc694 \ubaa9\ud45c\ub294 DeepSeek-R1\uc744 \ub354 \uc720\uc5f0\ud558\uace0 \uac15\ub825\ud55c \ubaa8\ub378\ub85c \uac1c\uc120\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc218\ud559, \ub17c\ub9ac, \ud504\ub85c\uadf8\ub798\ubc0d \ub4f1 \ub192\uc740 \uc218\uc900\uc758 \uc0ac\uace0\ub97c \uc694\uad6c\ud558\ub294 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc5b4\uc57c \ud558\uba70, \ub3d9\uc2dc\uc5d0 \ucc3d\uc758\uc801\uc778 \uae00\uc4f0\uae30\ub098 \uc0ac\uc6a9\uc790 \uc120\ud638\uc5d0 \ub9de\ub294 \uc9c8\ubb38 \uc751\ub2f5\uacfc \uac19\uc740 \uc791\uc5c5\ub3c4 \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n

            \ud6c8\ub828 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc774 \uc218\ud589\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

              \n
            • \ucd94\ub860 \ub370\uc774\ud130<\/strong>: \ub17c\ub9ac \uacfc\uc81c\uc5d0 \ub300\ud574\uc11c\ub294 \uaddc\uce59 \uae30\ubc18 \ubcf4\uc0c1 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc600\uc2b5\ub2c8\ub2e4.
              \n\uc774 \ubcf4\uc0c1\uc740 \ubb38\uc81c \ud574\uacb0\uc758 \uc815\ud655\uc131\uacfc \ub17c\ub9ac\uc801 \uc77c\uad00\uc131\uc5d0 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4.<\/li>\n
            • \uc77c\ubc18 \ub370\uc774\ud130<\/strong>: \uc77c\ubc18\uc801\uc778 \uacfc\uc81c\uc5d0 \ub300\ud574\uc11c\ub294 \uc778\uac04\uc758 \uc120\ud638\ub97c \ubaa8\ubc29\ud55c \ubcf4\uc0c1 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc600\uc2b5\ub2c8\ub2e4.
              \n\uc774 \ubaa8\ub378\uc740 \uc751\ub2f5\uc758 \uc720\uc6a9\uc131, \uac00\ub3c5\uc131, \ubb34\ud574\uc131\uc744 \uae30\uc900\uc73c\ub85c \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n

              \uc774 \uacfc\uc815\uc744 \uac70\uce5c \ud6c4, \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c \uc5c5\ubb34 \uc131\ub2a5\uc774 \ud5a5\uc0c1\ub418\uc5c8\uc73c\uba70, \uc0ac\uc6a9\uc790 \uae30\ub300\uc5d0 \ubd80\ud569\ud558\ub294 \uacb0\uacfc\ub97c \uc0dd\uc131\ud558\uace0 \ub354 \uce5c\ud654\uc801\uc778 \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc81c\uacf5\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

              \uc9c0\uc2dd<\/strong> \uc99d\ub958<\/strong>(Distillation)<\/strong><\/h3>\n

              DeepSeek-R1\uacfc \uac19\uc740 \ub300\uaddc\ubaa8 \ubaa8\ub378\uc740 \ucd94\ub860(inference) \uc2dc \ub9ce\uc740 \uc5f0\uc0b0 \uc790\uc6d0\uc744 \ud544\uc694\ub85c \ud558\uba70,
              \n\uc2e4\ud589\uc5d0 \ub192\uc740 \ube44\uc6a9\uc774 \ub4e0\ub2e4\ub294 \ub2e8\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \uc774\ub7ec\ud55c \ub300\ud615 \ubaa8\ub378\uc758 \uc9c0\uc2dd\uc744 \ub354 \uc791\uc740 \ubaa8\ub378\uc5d0 \uc99d\ub958(distill)\ud568\uc73c\ub85c\uc368 \ub354 \ube60\ub974\uace0 \uac00\ubcbc\uc6b4 \ubaa8\ub378\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc73c\uba70, \uc774\ub294 \uc81c\ud55c\ub41c \ud558\ub4dc\uc6e8\uc5b4 \ud658\uacbd\uc5d0\uc11c\ub3c4 \uc27d\uac8c \ubc30\ud3ec \ubc0f \uc2e4\ud589\ud560 \uc218 \uc788\ub2e4\ub294 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n

                \n
              • DeepSeek-R1\uc5d0\uc11c\ub294, DeepSeek-R1\uc758 \ucd94\ub860 \ub2a5\ub825\uc744 \ub354 \uc791\uc740 \ubaa8\ub378\uc5d0 \uc9c0\uc2dd \uc99d\ub958(distillation)\ud558\uc600\uc2b5\ub2c8\ub2e4.\uc608\ub97c \ub4e4\uc5b4, Qwen 7B32B, LLaMA 7B13B\uc640 \uac19\uc740 \uc18c\ud615 \ubaa8\ub378\ub4e4\uc774 \uc774\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n
              • \uc18c\ud615 \ubaa8\ub378\uc758 \ud559\uc2b5\uc5d0\ub294 \uc57d 80\ub9cc \uac1c(800K)\uc758 \ub2e4\uc591\ud55c \ucd94\ub860 \ubc0f \ube44\ucd94\ub860 \uc0d8\ud50c \ub370\uc774\ud130\uac00 \uc0ac\uc6a9\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n
              • DeepSeek-R1\uc758 \uc9c0\uc2dd\uc740 \uc9c0\ub3c4\ud559\uc2b5(supervised learning)\uacfc \ubcf4\uc0c1 \uc720\ub3c4 \uc99d\ub958(reward-guided distillation)\ub97c \ud1b5\ud574 \uc774\uc804\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n

                \ud6c8\ub828\uc744 \ub9c8\uce5c \uc774\ub7ec\ud55c \ubaa8\ub378\ub4e4\uc740, \uae30\uc874\uc758 base \ubaa8\ub378\ub4e4\ubcf4\ub2e4 \uc6b0\uc218\ud55c \ucd94\ub860 \ub2a5\ub825\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc73c\uba70, OpenAI\uc758 o1-mini \ubaa8\ub378\ubcf4\ub2e4 \ub354 \ub192\uc740 \uc131\ub2a5\uc744 \ubc1c\ud718\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n

                \ub9c8\ubb34\ub9ac\u00a0<\/strong><\/h2>\n

                DeepSeek\ub294 \uc5ec\ub7ec \ubca4\uce58\ub9c8\ud06c \uc9c0\ud45c\uc640 \ubaa8\ub378\uc758 \ucd94\ub860 \ub2a5\ub825 \uce21\uba74\uc5d0\uc11c \ub192\uc740 \uc131\uacfc\ub97c \uac70\ub450\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub294 OpenAI\uc640 \uacbd\uc7c1\ud560 \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc744 \uc5f4\uc5b4\uc8fc\uba70, \uc791\uc740 \ubaa8\ub378\ub85c\ub3c4 \ud488\uc9c8\uc744 \uc800\ud558\uc2dc\ud0a4\uc9c0 \uc54a\uc73c\uba74\uc11c \ud655\uc7a5 \uac00\ub2a5\ud55c AI \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\ub294 \uae30\ubc18\uc774 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc, DeepSeek\ub294 \uc5ec\uc804\ud788 \uc5b8\uc5b4\uc801 \ud55c\uacc4\ub97c \uac00\uc9c0\uace0 \uc788\uc73c\uba70, \uc601\uc5b4\uc640 \uc911\uad6d\uc5b4 \uc911\uc2ec\uc758 \ub370\uc774\ud130\uc5d0 \ud3b8\uc911\ub418\uc5b4 \uc788\ub2e4\ub294 \uc810\uc774 \ud55c\uacc4\ub85c \ub0a8\uc544 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"

                DeepSeek \ubaa8\ub378\uc740 DeepSeekMoE\ub97c \uc2dc\uc791\uc73c\ub85c DeepSeek-V2, DeepSeek-V3\ub97c \uac70\uccd0 \ud604\uc7ac\ub294 DeepSeek-R1 \ubc84\uc804\uae4c\uc9c0 \ubc1c\uc804\ud558\uc600\uc73c\uba70 \ud2b9\ud788 DeepSeek-R1\uc740 \ucd94\ub860(reasoning) \uc131\ub2a5\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uacb0\uacfc\ub97c \ubcf4\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4. DeepSeek […]<\/p>\n","protected":false},"author":8,"featured_media":17649,"comment_status":"closed","ping_status":"closed","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":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[52,47,51],"tags":[],"class_list":["post-17644","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-it-outsourcing-ko","category-ai-ar-ko","category-it-consulting-ko"],"_links":{"self":[{"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/posts\/17644","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/comments?post=17644"}],"version-history":[{"count":0,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/posts\/17644\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/media\/17649"}],"wp:attachment":[{"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/media?parent=17644"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/categories?post=17644"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/tags?post=17644"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}