{"id":16199,"date":"2025-04-20T19:58:58","date_gmt":"2025-04-20T12:58:58","guid":{"rendered":"https:\/\/hblabgroup.com\/?p=16199"},"modified":"2025-04-20T19:59:44","modified_gmt":"2025-04-20T12:59:44","slug":"rag%eb%9e%80-%eb%ac%b4%ec%97%87%ec%9e%85%eb%8b%88%ea%b9%8c-%ec%a3%bc%eb%aa%a9-%eb%b0%9b%ec%9d%80-%ec%9d%b4%ec%9c%a0-%eb%b0%8f-%eb%af%b8%eb%9e%98-%ed%8a%b8%eb%a0%8c%eb%93%9c","status":"publish","type":"post","link":"https:\/\/hblabgroup.com\/ko\/rag%eb%9e%80-%eb%ac%b4%ec%97%87%ec%9e%85%eb%8b%88%ea%b9%8c-%ec%a3%bc%eb%aa%a9-%eb%b0%9b%ec%9d%80-%ec%9d%b4%ec%9c%a0-%eb%b0%8f-%eb%af%b8%eb%9e%98-%ed%8a%b8%eb%a0%8c%eb%93%9c\/","title":{"rendered":"RAG\ub780 \ubb34\uc5c7\uc785\ub2c8\uae4c? \uc8fc\ubaa9 \ubc1b\uc740 \uc774\uc720 \ubc0f \ubbf8\ub798 \ud2b8\ub80c\ub4dc"},"content":{"rendered":"

RAG\ub780 \uac80\uc0c9 \ubcf4\uac15 \uc0dd\uc131(Retrieval-augmented generation, RAG) \uc57d\uc790\ub85c \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc758 \ucd9c\ub825\uc774 \ud2b9\uc815 \ub9e5\ub77d\uc5d0\uc11c \ub354 \uad00\ub828\uc131\uc774 \ub192\ub3c4\ub85d \ub9cc\ub4dc\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. <\/span><\/p>\n

\uae09\ubcc0\ud558\ub294 \ub514\uc9c0\ud138 \uc2dc\ub300, \uae30\uc5c5\ub4e4\uc740 \ubc29\ub300\ud55c \ub370\uc774\ud130\ub97c \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud558\uace0 \uc5b4\ub5bb\uac8c \ub354 \uc815\ud655\ud55c \uc815\ubcf4\ub97c \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc804\ub2ec\ud560 \uc218 \uc788\uc744\uc9c0 \ub04a\uc784\uc5c6\uc774 \uace0\ubbfc\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc874\uc758 \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc815\ud615\ud654\ub41c \ub370\uc774\ud130\ub098 \ud559\uc2b5\ub41c \uc815\ubcf4\uc5d0 \uc758\uc874\ud558\ub294 \ud55c\uacc4\uac00 \uc788\uc5c8\uace0 \uc774\ub85c \uc778\ud574 \ucd5c\uc2e0 \uc815\ubcf4\ub098 \ud2b9\uc815 \ub3c4\uba54\uc778 \uc9c0\uc2dd\uc5d0 \uae30\ubc18\ud55c \ub2f5\ubcc0\uc5d0\ub294 \ucde8\uc57d\ud55c \ubaa8\uc2b5\uc744 \ubcf4\uc774\uae30\ub3c4 \ud588\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\uc774\ub7ec\ud55c \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uae30 \uc704\ud55c \uc194\ub8e8\uc158\uc73c\ub85c \ucd5c\uadfc \uc8fc\ubaa9\ubc1b\uace0 \uc788\ub294 \uae30\uc220\uc774 \ubc14\ub85c RAG(Retrieval-Augmented Generation)\uc785\ub2c8\ub2e4. \uac80\uc0c9 \uae30\ubc18 \uc0dd\uc131 \uae30\uc220\uc778 RAG\ub294 \uc815\uc801 \ubaa8\ub378\uc774 \uc544\ub2cc, \ub3d9\uc801\uc73c\ub85c \uc678\ubd80 \uc9c0\uc2dd\uc744 \uac80\uc0c9\ud558\uc5ec \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \uc2e0\ub8b0\ub3c4 \ub192\uc740 \uc751\ub2f5\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/span><\/p>\n

\uc774 \uae00\uc5d0\uc11c\ub294 RAG\uc758 \uac1c\ub150\ubd80\ud130 \uad6c\uc870, \uc7a5\uc810\uacfc \ud65c\uc6a9 \uc0ac\ub840, \uadf8\ub9ac\uace0 \uc774\ub97c \uc131\uacf5\uc801\uc73c\ub85c \uc801\uc6a9\ud558\uae30 \uc704\ud55c \uace0\ub824\uc0ac\ud56d\uae4c\uc9c0 \ud3ed\ub113\uac8c \uc0b4\ud3b4\ubcf4\uace0\uc790 \ud569\ub2c8\ub2e4. \ub610\ud55c, RAG \uae30\uc220\uc744 \uc131\uacf5\uc801\uc73c\ub85c \ub3c4\uc785\ud558\uace0 \uc2f6\uc740 \uae30\uc5c5\uc5d0\uac8c \ubca0\ud2b8\ub0a8\uc758 \uc720\ub9dd AI \uc544\uc6c3\uc18c\uc2f1 \ud30c\ud2b8\ub108\uc778 HBLAB<\/strong>\uacfc\uc758 \ud611\uc5c5 \uac00\ub2a5\uc131\ub3c4 \ud568\uaed8 \uc81c\uc548\ub4dc\ub9bd\ub2c8\ub2e4.<\/span><\/p>\n

RAG\ub780 \ubb34\uc5c7\uc785\ub2c8\uae4c?\u00a0<\/strong><\/span><\/h2>\n

RAG\ub780 \uac80\uc0c9 \ubcf4\uac15 \uc0dd\uc131(Retrieval-augmented generation, RAG) \uc57d\uc790\ub85c \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc758 \ucd9c\ub825\uc774 \ud2b9\uc815 \ub9e5\ub77d\uc5d0\uc11c \ub354 \uad00\ub828\uc131\uc774 \ub192\ub3c4\ub85d \ub9cc\ub4dc\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. RAG\ub294 \uc778\uacf5\uc9c0\ub2a5(AI) \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud574 \uc678\ubd80 \uc9c0\uc2dd \uae30\ubc18\uacfc \uc5f0\uacb0\ud558\ub294 \uc544\ud0a4\ud14d\ucc98\uc774\uace0 \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc774 \ub354 \uad00\ub828\uc131 \ub192\uc740 \uc751\ub2f5\uc744 \ub354 \ub192\uc740 \ud488\uc9c8\ub85c \uc81c\uacf5\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.\u00a0<\/span><\/p>\n

\uc0dd\uc131\ud615 AI(Generative AI) \ubaa8\ub378<\/a>\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc5d0\uc11c \ud6c8\ub828\ub418\uba70 \uc774 \uc815\ubcf4\ub97c \ucc38\uc870\ud558\uc5ec \ucd9c\ub825\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ud6c8\ub828 \ub370\uc774\ud130\uc14b\uc740 \uc720\ud55c\ud558\uba70 AI \uac1c\ubc1c\uc790\uac00 \uc811\uadfc\ud560 \uc218 \uc788\ub294 \uc815\ubcf4, \uacf5\uacf5 \ub3c4\uba54\uc778 \uc791\ud488, \uc778\ud130\ub137 \uae30\uc0ac, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ucf58\ud150\uce20 \ubc0f \uae30\ud0c0 \uacf5\uac1c\uc801\uc73c\ub85c \uc811\uadfc \uac00\ub2a5\ud55c \ub370\uc774\ud130\uc5d0 \uc81c\ud55c\ub429\ub2c8\ub2e4.<\/span><\/p>\n

RAG\ub294 \uc0dd\uc131\ud615 AI \ubaa8\ub378\uc774 \ub0b4\ubd80 \uc870\uc9c1 \ub370\uc774\ud130, \ud559\uc220 \uc800\ub110 \ubc0f \uc804\ubb38 \ub370\uc774\ud130\uc14b\uacfc \uac19\uc740 \ucd94\uac00 \uc678\ubd80 \uc9c0\uc2dd \uae30\ubc18\uc5d0 \uc811\uadfc\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4. \uad00\ub828 \uc815\ubcf4\ub97c \uc0dd\uc131 \uacfc\uc815\uc5d0 \ud1b5\ud569\ud568\uc73c\ub85c\uc368 \ucc57\ubd07 \ubc0f \uae30\ud0c0 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ub3c4\uad6c\ub294 \ucd94\uac00 \ud6c8\ub828 \uc5c6\uc774\ub3c4 \ub354 \uc815\ud655\ud55c \ub3c4\uba54\uc778 \ud2b9\uc815 \ucf58\ud150\uce20\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

RAG\ub294 \uc5b4\ub5bb\uac8c \uc791\uc5c5\ud569\ub2c8\uae4c?\u00a0<\/strong><\/span><\/h2>\n
\"RAG-\uc791\ub3d9-\ubc29\uc2dd\"
RAG \uc791\ub3d9 \ubc29\uc2dd<\/figcaption><\/figure>\n

RAG\ub294 \uc5b8\uc5b4 \ubaa8\ub378\uc5d0 \ud544\uc694\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 \ubaa8\ub378\ucc98\ub7fc LLM\uc5d0 \uc9c1\uc811 \uc9c8\ubb38\ud558\ub294 \ub300\uc2e0, \uba3c\uc800 \uc798 \uad00\ub9ac\ub41c \uc9c0\uc2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0\uc11c \ub9e4\uc6b0 \uc815\ud655\ud55c \ub370\uc774\ud130\ub97c \uac80\uc0c9\ud558\uace0 \ub098\uc11c \uadf8 \ub9e5\ub77d\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2f5\ubcc0\uc744 \ubc18\ud658\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 \uac80\uc0c9\uae30\uc5d0\uac8c \ucffc\ub9ac(\uc9c8\ubb38)\ub97c \ubcf4\ub0b4\uba74 \ubca1\ud130 \uc784\ubca0\ub529(\uc22b\uc790 \ud45c\ud604)\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc694\uccad\ub41c \ubb38\uc11c\ub97c \uac80\uc0c9\ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n

\ud544\uc694\ud55c \uc815\ubcf4\uac00 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\uc11c \ubc1c\uacac\ub418\uba74 \uacb0\uacfc\uac00 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ubc18\ud658\ub429\ub2c8\ub2e4. \uc774\ub294 \ud658\uac01 \uac00\ub2a5\uc131\uc744 \ud06c\uac8c \uc904\uc774\uace0 \ubaa8\ub378\uc744 \uc7ac\ud6c8\ub828\ud558\uc9c0 \uc54a\uace0 \uc5c5\ub370\uc774\ud2b8\ud560 \uc218 \uc788\uc5b4 \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4dc\ub294 \ud504\ub85c\uc138\uc2a4\ub97c \ud53c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0\u00a0<\/span><\/p>\n

\uad6c\uccb4\uc801\uc73c\ub85c \uc124\uba85\ud558\uc790\uba74 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n

\uc678\ubd80 \ub370\uc774\ud130 \uc0dd\uc131<\/strong><\/span><\/h3>\n

LLM\uc758 \uc6d0\ub798 \ud6c8\ub828 \ub370\uc774\ud130 \uc138\ud2b8 \uc678\ubd80\uc5d0\uc11c \uc0dd\uc131\ub41c \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub97c \uc678\ubd80 \ub370\uc774\ud130\ub77c\uace0 \ud569\ub2c8\ub2e4. \uc774\ub294 API, \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ub610\ub294 \ubb38\uc11c \uc800\uc7a5\uc18c\uc640 \uac19\uc740 \uc5ec\ub7ec \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0\uc11c \uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\ub294 \ud30c\uc77c, \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ub808\ucf54\ub4dc \ub610\ub294 \uc7a5\ubb38\uc758 \ud14d\uc2a4\ud2b8\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \ud615\uc2dd\uc73c\ub85c \uc874\uc7ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc784\ubca0\ub529 \uc5b8\uc5b4 \ubaa8\ub378\uc774\ub77c\ub294 \ub610 \ub2e4\ub978 AI \uae30\uc220\uc740 \ub370\uc774\ud130\ub97c \uc22b\uc790 \ud45c\ud604\uc73c\ub85c \ubcc0\ud658\ud558\uace0 \uc774\ub97c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \uc800\uc7a5\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \uc0dd\uc131\uc801 AI \ubaa8\ub378\uc774 \uc774\ud574\ud560 \uc218 \uc788\ub294 \uc9c0\uc2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ub9cc\ub4ed\ub2c8\ub2e4.<\/span><\/p>\n

\uad00\ub828 \uc815\ubcf4 \uac80\uc0c9<\/strong><\/span><\/h3>\n

\uad00\ub828 \uc815\ubcf4 \uac80\uc0c9 \ub2e8\uacc4\ub294 \uad00\ub828\uc131 \uac80\uc0c9\uc744 \uc218\ud589\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc0ac\uc6a9\uc790 \ucffc\ub9ac\ub294 \ubca1\ud130 \ud45c\ud604\uc73c\ub85c \ubcc0\ud658\ub418\uc5b4 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uc77c\uce58\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud68c\uc0ac\uc758 \uae30\uc220 \uc9c0\uc6d0 \uc9c8\ubb38\uc5d0 \ub2f5\ud560 \uc218 \uc788\ub294 \uc2a4\ub9c8\ud2b8 \ucc57\ubd07\uc744 \uc0dd\uac01\ud574 \ubcf4\uc2ed\uc2dc\uc624. \uc9c1\uc6d0\uc774 ‘\ube44\ubc00\ubc88\ud638\ub97c \uc78a\uc5b4\ubc84\ub838\uc5b4\uc694’\ub77c\uace0 \uc694\uccad\ud558\uba74, \uc2dc\uc2a4\ud15c\uc740 \ud574\ub2f9 \uc9c1\uc6d0\uc758 \uacc4\uc815 \uc815\ubcf4\uc640 \ube44\ubc00\ubc88\ud638 \ubcf5\uad6c \uc808\ucc28\ub97c \ud568\uaed8 \uac80\uc0c9\ud558\uc5ec \uc989\uc2dc \ud574\uacb0 \ubc29\ubc95\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n

\uc774\ub7ec\ud55c \ud2b9\uc815 \ubb38\uc11c\ub294 \uc9c1\uc6d0\uc774 \uc785\ub825\ud55c \ub0b4\uc6a9\uacfc \ub9e4\uc6b0 \uad00\ub828\uc131\uc774 \ub192\uae30 \ub54c\ubb38\uc5d0 \ubc18\ud658\ub429\ub2c8\ub2e4. \uad00\ub828\uc131\uc740 \uc218\ud559\uc801 \ubca1\ud130 \uacc4\uc0b0\uacfc \ud45c\ud604\uc744 \uc0ac\uc6a9\ud558\uc5ec \uacc4\uc0b0\ub418\uace0 \uc124\uc815\ub429\ub2c8\ub2e4.<\/span><\/p>\n

LLM \ud504\ub86c\ud504\ud2b8 \ubcf4\uac15<\/strong><\/span><\/h3>\n

RAG \ubaa8\ub378\uc740 \uad00\ub828 \uac80\uc0c9 \ub370\uc774\ud130\ub97c \ub9e5\ub77d\uc5d0 \ucd94\uac00\ud558\uc5ec \uc0ac\uc6a9\uc790 \uc785\ub825(\ub610\ub294 \ud504\ub86c\ud504\ud2b8)\uc744 \ubcf4\uac15\ud569\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\ub294 LLM\uacfc \ud6a8\uacfc\uc801\uc73c\ub85c \uc18c\ud1b5\ud558\uae30 \uc704\ud574 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ubcf4\uac15\ub41c \ud504\ub86c\ud504\ud2b8\ub294 \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uc0ac\uc6a9\uc790 \ucffc\ub9ac\uc5d0 \ub300\ud55c \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/span><\/p>\n

\uc678\ubd80 \ub370\uc774\ud130 \uc5c5\ub370\uc774\ud2b8<\/strong><\/span><\/h3>\n

\ub2e4\uc74c \uc9c8\ubb38\uc740 \uc678\ubd80 \ub370\uc774\ud130\uac00 stale(\uad6c\uc2dd)\uc774 \ub418\uba74 \uc5b4\ub5bb\uac8c \ud560 \uac83\uc778\uac00\uc785\ub2c8\ub2e4. \uac80\uc0c9\uc744 \uc704\ud55c \ud604\uc7ac \uc815\ubcf4\ub97c \uc720\uc9c0\ud558\uae30 \uc704\ud574 \ubb38\uc11c\ub97c \ube44\ub3d9\uae30\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ud558\uace0 \ubb38\uc11c\uc758 \uc784\ubca0\ub529 \ud45c\ud604\uc744 \uc5c5\ub370\uc774\ud2b8\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub294 \uc790\ub3d9\ud654\ub41c \uc2e4\uc2dc\uac04 \ud504\ub85c\uc138\uc2a4 \ub610\ub294 \uc8fc\uae30\uc801\uc778 \ubc30\uce58 \ucc98\ub9ac\ub97c \ud1b5\ud574 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0\uc11c \uc77c\ubc18\uc801\uc778 \ub3c4\uc804 \uacfc\uc81c\ub85c, \ubcc0\ud654 \uad00\ub9ac\uc5d0 \ub300\ud55c \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uacfc\ud559 \uc811\uadfc \ubc29\uc2dd\uc774 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\ud604\uc7ac<\/strong>\u00a0RAG\ub294 \uc5b4\ub5bb\uac8c \uc0ac\uc6a9\ub429\ub2c8\uae4c?\u00a0<\/strong><\/span><\/h2>\n
\"\uc624\ub298\ub0a0\uc5d0-RAG\ub294-\uc5b4\ub5bb\uac8c-\uc0ac\uc6a9\ub429\ub2c8\uae4c\"
\u110b\u1169\u1102\u1173\u11af\u1102\u1161\u11af\u110b\u1166 RAG\u1102\u1173\u11ab \u110b\u1165\u1104\u1165\u11c2\u1100\u1166 \u1109\u1161\u110b\u116d\u11bc\u1103\u116c\u11b8\u1102\u1175\u1101\u1161?<\/figcaption><\/figure>\n

\uac00\uc0c1 \ube44\uc11c<\/strong><\/span><\/h3>\n

RAG\ub294 \uac00\uc0c1 \ube44\uc11c \ubc0f \ucc57\ubd07\uc744 \uc0dd\uc131\ud558\uc5ec \ucd5c\uc2e0 \uc774\ubca4\ud2b8, \ub0a0\uc528 \ubc0f \ub274\uc2a4\ub97c \uac80\uc0c9\ud558\uace0 \uc0ac\uc6a9\uc790 \uc9c8\ubb38\uc5d0 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \uc5b8\uc5b4\ub85c \ub2f5\ubcc0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac80\uc0c9 \ubaa8\ub378\uc740 \uc9c0\uc2dd\ubca0\uc774\uc2a4\uc5d0\uc11c \uad00\ub828 \uc815\ubcf4\ub97c \uac80\uc0c9\ud558\uace0 \uc0dd\uc131 \ubaa8\ub378\uc740 \ubb38\ub9e5\uc5d0 \ub9de\ub294 \uc815\ud655\ud558\uace0 \uc720\ucc3d\ud55c \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\uc5ec \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. RAG \ub355\ubd84\uc5d0 \uac00\uc0c1 \ube44\uc11c\ub294 \uc0ac\uc6a9\uc790\uc758 \uc694\uad6c \uc0ac\ud56d\uc744 \ub354 \uc798 \uc774\ud574\ud558\uace0 \ub354 \uc720\uc5f0\ud558\uac8c \uc751\ub2f5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\uc608\ub97c \ub4e4\uc5b4, \uc0ac\uc6a9\uc790\uac00 \ub0a0\uc528 \uc815\ubcf4\ub97c \uc694\uccad\ud558\uba74 \uac00\uc0c1 \ube44\uc11c\ub294 \ucd5c\uc2e0 \ub0a0\uc528 \ub370\uc774\ud130\ub97c \uac80\uc0c9\ud558\uc5ec \uc2e4\uc2dc\uac04 \uc608\ubcf4\ub97c \uc815\ud655\ud788 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c RAG\ub294 \ucc57\ubd07\uc774 \ub354 \ubcf5\uc7a1\ud55c \uc9c8\ubb38\uc744 \ucc98\ub9ac\ud558\uace0 \ub354 \uc2a4\ub9c8\ud2b8\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774\ub807\uac8c \ud568\uc73c\ub85c\uc368 \uc2dc\uac04\uc744 \uc808\uc57d\ud558\uace0 \uc5c5\ubb34 \ud6a8\uc728\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n

\uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c<\/strong><\/span><\/h3>\n

RAG\ub294 \uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uad00\ub828 \ubb38\uc11c\ub098 \uad6c\uc808\uc744 \uac80\uc0c9\ud558\uace0 \uc0dd\uc131 \ubaa8\ub378\uc774 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc0c1\uc138\ud558\uace0 \uc77c\uad00\ub41c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc740 \uae30\uc874\uc758 \ubb38\uc11c\uc5d0\uc11c \ub2f5\uc744 \ucd94\ucd9c\ud558\ub294 \ub300\uc2e0, \uc8fc\uc5b4\uc9c4 \uc815\ubcf4\ub85c \uc0c8\ub85c\uc6b4 \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud558\uc5ec \uc815\ud655\ud558\uace0 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n

\uc758\ub8cc\ub098 \uad50\uc721 \ubd84\uc57c\uc5d0\uc11c RAG\ub294 \uc9c8\ubcd1\uc758 \uc99d\uc0c1\uc774\ub098 \uac15\uc758 \ub0b4\uc6a9\uc744 \uc0c1\uc138\ud788 \uc124\uba85\ud558\ub294 \ub370 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc0ac\uc6a9\uc790\uac00 \ud2b9\uc815 \uc9c8\ubcd1\uc758 \uc99d\uc0c1\uc5d0 \ub300\ud574 \uc9c8\ubb38\ud558\uba74 RAG\ub294 \uc758\ub8cc \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uac80\uc0c9\ud558\uc5ec \uad6c\uccb4\uc801\uc774\uace0 \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n

\uc2a4\ub9c8\ud2b8 \uac80\uc0c9 \uc2dc\uc2a4\ud15c<\/strong><\/span><\/h3>\n

RAG\ub294 \uc804\ud1b5\uc801\uc778 \uac80\uc0c9 \ubaa8\ub378\uacfc \uc0dd\uc131 \ubaa8\ub378\uc758 \ubb38\ub9e5 \uc0dd\uc131 \ub2a5\ub825\uc744 \uacb0\ud569\ud558\uc5ec \uac80\uc0c9 \uae30\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 \uc815\ubcf4\ub97c \uac80\uc0c9\ud558\uba74 \uc2dc\uc2a4\ud15c\uc740 \ub370\uc774\ud130\ub97c \uc870\ud68c\ud558\uace0 \uc989\uc2dc \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\uc5ec \uad00\ub828 \ubb38\uc11c\ub97c \ub098\uc5f4\ud558\ub294 \ub300\uc2e0 \uc9c1\uc811\uc801\uc778 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub294 \uc815\ubcf4 \uac80\uc0c9\uc758 \uc2dc\uac04\uc744 \ub2e8\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\uc608\ub97c \ub4e4\uc5b4, \uc628\ub77c\uc778 \uac80\uc0c9 \uc5d4\uc9c4\uc5d0\uc11c RAG\ub294 \uc989\uc2dc \uac04\uacb0\ud558\uace0 \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\uc5ec \uc0ac\uc6a9\uc790\uac00 \uc5ec\ub7ec \uac80\uc0c9 \uacb0\uacfc\ub97c \uc0b4\ud3b4\ubcf4\ub294 \uc2dc\uac04\uc744 \uc808\uc57d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uace0\uac1d \uc9c0\uc6d0\uc774\ub098 \uae30\uc220 \ubb38\uc81c \ud574\uacb0\uacfc \uac19\uc740 \ubd84\uc57c\uc5d0\uc11c \ud2b9\ud788 \uc720\uc6a9\ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n

\uc790\ub3d9 \ucf58\ud150\uce20 \uc0dd\uc131<\/strong><\/span><\/h3>\n

RAG\ub294 \ube14\ub85c\uadf8 \uae00, \ub9c8\ucf00\ud305 \uc790\ub8cc \ub4f1 \uc790\ub3d9 \ucf58\ud150\uce20 \uc0dd\uc131\uc5d0 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\uc815 \uc8fc\uc81c\ub098 \uc9c8\ubb38\uc744 \uc81c\uacf5\ud558\uba74 \uc2dc\uc2a4\ud15c\uc740 \uae30\uc874 \uc815\ubcf4\uc6d0\uc744 \uac80\uc0c9\ud558\uace0 \uc801\ud569\ud55c \uae00\uc744 \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ucf58\ud150\uce20 \uc81c\uc791\uc790\ub294 \uc2dc\uac04\uc744 \uc808\uc57d\ud558\uace0 \ud488\uc9c8 \ub192\uc740 \uae00\uc744 \uc190\uc27d\uac8c \uc791\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\uc608\ub97c \ub4e4\uc5b4, \ub9c8\ucf00\ud305 \ubd84\uc57c\uc5d0\uc11c\ub294 RAG\uac00 \uc18c\uc15c \ubbf8\ub514\uc5b4 \uac8c\uc2dc\ubb3c, \uc774\uba54\uc77c \ub9c8\ucf00\ud305, \uc81c\ud488 \uad11\uace0 \ucf58\ud150\uce20\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uad00\ub9ac\uc790\ub294 \uae30\ubcf8 \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\uae30\ub9cc \ud558\uba74 \uc2dc\uc2a4\ud15c\uc740 \ub9e4\ub825\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc778 \ub9c8\ucf00\ud305 \uba54\uc2dc\uc9c0\ub97c \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n

\ubc88\uc5ed \uc9c0\uc6d0<\/strong><\/span><\/h3>\n

RAG\ub294 \uac80\uc0c9 \ubaa8\ub378\uacfc \uc0dd\uc131 \ubaa8\ub378\uc744 \uacb0\ud569\ud558\uc5ec \uc790\ub3d9 \ubc88\uc5ed\uc758 \ud488\uc9c8\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubb38\uc7a5\uc774\ub098 \uad6c\uc808\uc744 \ubc88\uc5ed\ud574\uc57c \ud560 \ub54c, \ubaa8\ub378\uc740 \uad00\ub828 \ub2e8\uc5b4\ub098 \uad6c\ub97c \uac80\uc0c9\ud558\uace0 \uc790\uc5f0\uc2a4\ub7fd\uace0 \uc815\ud655\ud55c \ubc88\uc5ed\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubc88\uc5ed \ud488\uc9c8\uc744 \uac1c\uc120\ud558\uace0 \ubc88\uc5ed \uc624\ub958\ub97c \ucd5c\uc18c\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\uc608\ub97c \ub4e4\uc5b4, \uc628\ub77c\uc778 \ubc88\uc5ed \uc11c\ube44\uc2a4\uc5d0\uc11c\ub294 RAG\uac00 \ubcf4\ub2e4 \uc815\ud655\ud55c \ubc88\uc5ed\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc758\ub8cc, \uae30\uc220, \ubc95\ub960 \ub4f1 \uc804\ubb38 \ubd84\uc57c\uc5d0\uc11c \ub354 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778 \ubc88\uc5ed\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n

\uc790\ub3d9 \ucf54\ub4dc \uc0dd\uc131<\/strong><\/span><\/h3>\n

RAG\ub294 \uae30\uc874 \ucf54\ub4dc \uc0d8\ud50c\uc744 \uac80\uc0c9\ud558\uace0 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ud2b9\uc815 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud544\uc694\ud55c \ucf54\ub4dc\ub97c \uc0dd\uc131\ud558\uc5ec \uc790\ub3d9 \ucf54\ub4dc \uc791\uc131\uc744 \ub3c4\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ub610\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc5d0 \uc720\uc6a9\ud558\uba70, \ud504\ub85c\uadf8\ub798\uba38\uac00 \uc2dc\uac04\uc744 \uc808\uc57d\ud558\uace0 \ucf54\ub4dc \uc624\ub958\ub97c \uc904\uc774\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/span><\/p>\n

\uc608\ub97c \ub4e4\uc5b4, \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c \uc911 RAG\ub294 \uc0ac\uc6a9\uc790\uc758 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub9de\ucdb0 \uc644\uc131\ub41c \ucf54\ub4dc\ub97c \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud558\uc5ec \ud504\ub85c\uadf8\ub798\uba38\uac00 \ucc98\uc74c\ubd80\ud130 \ub2e4\uc2dc \uc791\uc131\ud560 \ud544\uc694 \uc5c6\uc774 \ud504\ub85c\uc81d\ud2b8\uc5d0 \uc27d\uac8c \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc131\ub2a5\uc774 \ud5a5\uc0c1\ub418\uace0 \uac1c\ubc1c \ube44\uc6a9\uc774 \uc808\uac10\ub429\ub2c8\ub2e4.\u00a0<\/span><\/p>\n

\uc790\ub3d9 \ub9c8\ucf00\ud305 \ucf58\ud150\uce20 \uc0dd\uc131<\/strong><\/span><\/h3>\n

RAG\ub294 \uad11\uace0, \uc18c\uc15c \ubbf8\ub514\uc5b4 \uac8c\uc2dc\ubb3c, \uc774\uba54\uc77c \ub9c8\ucf00\ud305 \ub4f1 \ub9c8\ucf00\ud305 \ucf58\ud150\uce20\ub97c \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ub370\uc774\ud130\ub97c \uac80\uc0c9\ud558\uace0 \uace0\uac1d\uc758 \uc694\uad6c\ub098 \ud2b9\uc815 \ucea0\ud398\uc778\uc5d0 \ub9de\ub294 \ub9c8\ucf00\ud305 \uba54\uc2dc\uc9c0\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc2dc\uac04\uc744 \uc808\uc57d\ud558\uace0 \ub9c8\ucf00\ud305 \ucea0\ud398\uc778\uc758 \ud6a8\uacfc\ub97c \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\uc608\ub97c \ub4e4\uc5b4, \uc18c\ub9e4\uc5c5\uc5d0\uc11c RAG\ub294 \ub9e4\ub825\uc801\uc778 \uad11\uace0\ub97c \uc0dd\uc131\ud558\uc5ec \ud310\ub9e4\ub97c \ucd09\uc9c4\ud558\uace0 \ub354 \ud6a8\uacfc\uc801\uc778 \ub9c8\ucf00\ud305 \uc804\ub7b5\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc5c5\uc740 \ucf58\ud150\uce20 \ucc3d\uc791 \uacfc\uc815\uc744 \uc790\ub3d9\ud654\ud558\uc5ec \ub9c8\ucf00\ud305 \ube44\uc6a9\uc744 \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n

\uc0dd\uc0b0 \ud504\ub85c\uc138\uc2a4 \ucd5c\uc801\ud654<\/strong><\/span><\/h3>\n

RAG\ub294 \uad00\ub828 \ub370\uc774\ud130\ub97c \uac80\uc0c9\ud558\uace0 \ud6a8\uc728\uc801\uc778 \uc0dd\uc0b0 \uacc4\ud68d\uc744 \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud558\uc5ec \uc0dd\uc0b0 \ud504\ub85c\uc138\uc2a4\ub97c \ucd5c\uc801\ud654\ud558\ub294 \ub370 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc740 \uc5ec\ub7ec \ucd9c\ucc98\uc758 \uc815\ubcf4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc0c1\uc758 \uc0dd\uc0b0 \uacc4\ud68d\uc744 \uc0dd\uc131\ud558\uc5ec \uae30\uc5c5\uc758 \uc2dc\uac04\uacfc \ube44\uc6a9\uc744 \uc808\uac10\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/span><\/p>\n

\uc608\ub97c \ub4e4\uc5b4, \uc790\ub3d9\ucc28 \uc0b0\uc5c5\uc5d0\uc11c\ub294 RAG\uac00 \ucd5c\uc801\uc758 \uc0dd\uc0b0 \uc77c\uc815\uc744 \uc0dd\uc131\ud558\uc5ec \uc81c\uc870\uc5c5\uccb4\uac00 \ube44\uc6a9\uc744 \uc808\uac10\ud558\uace0 \uc0dd\uc0b0\uc131\uc744 \ub192\uc774\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc7ac\uace0 \uad00\ub9ac\uc640 \uacf5\uae09\ub9dd \uac1c\uc120\uc5d0\ub3c4 \uae30\uc5ec\ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n

\ud504\ub85c\uc81d\ud2b8 \uad00\ub9ac<\/strong><\/span><\/h3>\n

RAG\ub294 \ud504\ub85c\uc81d\ud2b8 \uad00\ub9ac\uc5d0\uc11c \uc0c1\uc138\ud55c \ud504\ub85c\uc81d\ud2b8 \uacc4\ud68d\uacfc \uc9c4\ud589 \ubcf4\uace0\uc11c\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc2dc\uc2a4\ud15c\uc740 \ud504\ub85c\uc81d\ud2b8 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\uc11c \uc815\ubcf4\ub97c \uc870\ud68c\ud558\uace0 \ucd5c\uc2e0 \uc815\ud655\ud55c \uc815\ubcf4\ub97c \ubc14\ud0d5\uc73c\ub85c \uc790\ub3d9\uc73c\ub85c \ubb38\uc11c\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/span><\/p>\n

\uc608\ub97c \ub4e4\uc5b4, \uac74\uc124 \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c RAG\ub294 \uc9c4\ud589 \uc0c1\ud669\uacfc \ubc1c\uc0dd\ud55c \ubb38\uc81c\uc5d0 \ub300\ud55c \ubcf4\uace0\uc11c\ub97c \uc0dd\uc131\ud558\uc5ec \uad00\ub9ac\uc790\uac00 \uacc4\ud68d\uc744 \uc27d\uac8c \ucd94\uc801\ud558\uace0 \uc870\uc815\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc2dc\uac04 \uc808\uc57d\uacfc \ud504\ub85c\uc81d\ud2b8 \ubaa8\ub2c8\ud130\ub9c1 \ud6a8\uc728\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n

\ud559\uc2b5 \ub3c4\uad6c \ucf58\ud150\uce20 \uc0dd\uc131<\/strong><\/span><\/h3>\n

RAG\ub294 \uc790\ub3d9\uc73c\ub85c \uac15\uc758 \uc790\ub8cc, \uc2dc\ud5d8\uc9c0 \ub610\ub294 \ubcf5\uc2b5 \uc9c8\ubb38\uc744 \uc0dd\uc131\ud558\uc5ec \ud559\uc2b5 \ub3c4\uad6c \ucf58\ud150\uce20\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc740 \uae30\uc874 \uad50\uc721 \uc790\ub8cc\ub97c \uc870\ud68c\ud558\uace0 \ud559\uc0dd\uc758 \uc694\uad6c\uc5d0 \ub9de\ub294 \ud559\uc2b5 \uc790\ub8cc\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uad50\uc0ac\ub294 \uac15\uc758 \uc790\ub8cc\uc640 \uc2dc\ud5d8 \ubb38\uc81c\ub97c \uc900\ube44\ud558\ub294 \uc2dc\uac04\uc744 \uc808\uc57d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\uc608\ub97c \ub4e4\uc5b4, \uad50\uc721 \ubd84\uc57c\uc5d0\uc11c\ub294 RAG\uac00 \ub2e4\uc591\ud55c \ud559\uc2b5 \uc790\ub8cc\ub97c \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud558\uc5ec \ud559\uc0dd\ub4e4\uc774 \ud6a8\uc728\uc801\uc73c\ub85c \ubcf5\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4.\u00a0<\/span><\/p>\n

RAG \ub3c4\uc785\uc758 \uc774\uc810\u00a0<\/strong><\/span><\/h2>\n
\"RAG-\ub3c4\uc785\uc758-\uc774\uc810\"
RAG \u1103\u1169\u110b\u1175\u11b8\u110b\u1174 \u110b\u1175\u110c\u1165\u11b7<\/figcaption><\/figure>\n

AI \ub3c4\uc785 \ubc0f \ud655\uc7a5 \ube44\uc6a9 \uc808\uac10<\/strong><\/span><\/h3>\n

\uae30\uc874\uc758 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc744 \uc0c8\ub85c\uc6b4 \uc815\ubcf4\ub85c \uc5c5\ub370\uc774\ud2b8\ud558\uac70\ub098 \ud2b9\uc815 \uc0b0\uc5c5\uc5d0 \ub9de\uac8c \uc870\uc815\ud558\ub824\uba74, \ub9c9\ub300\ud55c \ube44\uc6a9\uacfc \uc2dc\uac04\uc774 \uc18c\uc694\ub429\ub2c8\ub2e4. \ud558\uc9c0\ub9cc RAG\ub294 \uc678\ubd80 \uc9c0\uc2dd \uc18c\uc2a4(\uc0ac\ub0b4 \ubb38\uc11c, \uc6f9\uc0ac\uc774\ud2b8, \uace0\uac1d \ubcf4\uace0\uc11c \ub4f1)\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd88\ub7ec\uc640 \ud65c\uc6a9\ud560 \uc218 \uc788\uc5b4, \ubaa8\ub378 \uc790\uccb4\ub97c \uc7ac\ud559\uc2b5\ud558\uc9c0 \uc54a\uace0\ub3c4 \uc815\ubcf4\ub97c \uc5c5\ub370\uc774\ud2b8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub85c\uc368 \uc6b4\uc601 \ube44\uc6a9\uc774 \ud06c\uac8c \uc904\uc5b4\ub4ed\ub2c8\ub2e4.<\/span><\/p>\n

\uc608\ub97c \ub4e4\uc5b4, \ud55c \uae08\uc735\ud68c\uc0ac\uac00 \uc0c8\ub85c\uc6b4 \uc218\uc218\ub8cc \uc815\ucc45\uc774\ub098 \uc0ac\ub0b4 \uaddc\uc815\uc744 \uc5c5\ub370\uc774\ud2b8\ud560 \uacbd\uc6b0, RAG\ub294 \ud574\ub2f9 \ub0b4\uc6a9\uc744 \ubc18\uc601\ud55c \ubb38\uc11c\ub97c \ubc14\ub85c \uc5f0\uacb0\ud574 \uc751\ub2f5\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc744 \ub2e4\uc2dc \ud559\uc2b5\uc2dc\ud0ac \ud544\uc694 \uc5c6\uc774 \ubb38\uc11c\ub9cc \uc218\uc815\ud558\uba74 \ub418\ubbc0\ub85c \uad00\ub9ac\ub3c4 \uac04\ud3b8\ud569\ub2c8\ub2e4.<\/span><\/p>\n

\ube44\uc6a9 \uc808\uac10 \uc678\uc5d0\ub3c4 \ube60\ub978 \uc11c\ube44\uc2a4 \ub3c4\uc785\uacfc \ubc18\ubcf5 \uc2e4\ud5d8\uc774 \uac00\ub2a5\ud558\ub2e4\ub294 \uc810\uc5d0\uc11c, \ucd08\uae30 \uad6c\ucd95 \ube44\uc6a9 \ubd80\ub2f4 \uc5c6\uc774 \uae30\uc5c5\uc774 \ube60\ub974\uac8c AI\ub97c \ud604\uc7a5\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\ucd5c\uc2e0 \ub370\uc774\ud130 \ubc0f \ub3c4\uba54\uc778 \ud2b9\ud654 \uc9c0\uc2dd\uc5d0 \uc811\uadfc \uac00\ub2a5<\/strong><\/span><\/h3>\n

\uae30\uc874 LLM\uc740 \ud6c8\ub828 \ub2f9\uc2dc\uc758 \ub370\uc774\ud130\ub9cc \ubc18\uc601\ud558\ubbc0\ub85c, \ucd5c\uc2e0 \uc815\ubcf4\ub098 \uc804\ubb38 \uc601\uc5ed\uc758 \uc9c0\uc2dd\uc5d0\ub294 \ub300\uc751\ud558\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \ubc18\uba74 RAG\ub294 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc678\ubd80 \uc9c0\uc2dd \uc18c\uc2a4\ub97c \uac80\uc0c9\ud558\uc5ec, \uac00\uc7a5 \ucd5c\uc2e0\uc758, \ud2b9\uc815 \ub3c4\uba54\uc778\uc5d0 \ub9de\ucda4\ud654\ub41c \uc815\ubcf4 \uae30\ubc18 \uc751\ub2f5\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\uc758\ub8cc, \ubc95\ub960, \uae08\uc735 \ub4f1 \uc815\ubcf4\uac00 \uc790\uc8fc \ubc14\ub00c\uace0 \uc815\ud655\uc131\uc774 \uc911\uc694\ud55c \ubd84\uc57c\uc5d0\uc11c \ud2b9\ud788 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc608\ucee8\ub300 \uc0c8\ub85c\uc6b4 \uc758\ub8cc \uac00\uc774\ub4dc\ub77c\uc778\uc774 \ubc1c\ud45c\ub418\uba74 RAG\ub294 \ud574\ub2f9 \ubb38\uc11c\ub97c \uc989\uc2dc \ubc18\uc601\ud558\uc5ec AI\uac00 \ucd5c\uc2e0 \uae30\uc900\uc5d0 \ub9de\uac8c \uc751\ub2f5\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4.<\/span><\/p>\n

\ub610\ud55c \uae30\uc5c5 \ub0b4\ubd80 \uc2dc\uc2a4\ud15c(API, \ubb38\uc11c \uad00\ub9ac \uc2dc\uc2a4\ud15c \ub4f1)\uacfc \uc5f0\ub3d9\ud558\uba74, \uc0ac\uc6a9\uc790\ub294 AI\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04 \uc815\ubcf4\uc5d0 \uae30\ubc18\ud55c \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 AI\uac00 \ub2e8\uc21c \ud14d\uc2a4\ud2b8 \uc0dd\uc131\uae30\ub97c \ub118\uc5b4 \uc2e4\uc81c \uc5c5\ubb34 \uc9c0\uc2dd\uc744 \uac00\uc9c4 \uc870\ub825\uc790\uac00 \ub418\uac8c \ud569\ub2c8\ub2e4.<\/span><\/p>\n

AI \ud658\uac01 \ud604\uc0c1 \ubc29\uc9c0<\/strong><\/span><\/h3>\n

LLM\uc758 \uc8fc\uc694 \ubb38\uc81c \uc911 \ud558\ub098\ub294 \u2018\ud658\uac01\u2019 \ud604\uc0c1\uc785\ub2c8\ub2e4. \uc989, AI\uac00 \uadf8\ub7f4\ub4ef\ud558\uc9c0\ub9cc \uc0ac\uc2e4\uc774 \uc544\ub2cc \uc815\ubcf4\ub97c \uc790\uc2e0\uac10 \uc788\uac8c \uc0dd\uc131\ud558\ub294 \uacbd\uc6b0\uc785\ub2c8\ub2e4. RAG\ub294 \uc678\ubd80\uc5d0\uc11c \uc2e4\uc81c \ubb38\uc11c\ub97c \uac80\uc0c9\ud574 \uadf8 \ub0b4\uc6a9\uc744 \uae30\ubc18\uc73c\ub85c \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\uae30 \ub54c\ubb38\uc5d0, \uc774\ub7f0 \uc624\ub958 \uac00\ub2a5\uc131\uc744 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\uc608\ub97c \ub4e4\uc5b4 \uc0ac\uc6a9\uc790\uac00 \uc0ac\ub0b4 \uc5f0\ucc28 \uaddc\uc815\uc5d0 \ub300\ud574 \uc9c8\ubb38\ud558\uba74, RAG\ub294 \ud574\ub2f9 \ub0b4\uc6a9\uc744 \ud3ec\ud568\ud55c \uc778\uc0ac\uc815\ucc45 \ubb38\uc11c\ub97c \uac80\uc0c9\ud574 \uc751\ub2f5\ud569\ub2c8\ub2e4. \ucd94\uce21\uc774 \uc544\ub2cc \uc2e4\uc81c \ubb38\uc11c \uae30\ubc18 \uc751\ub2f5\uc774\uae30 \ub54c\ubb38\uc5d0 \uc815\ud655\ud558\uace0 \uac80\uc99d \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/span><\/p>\n

\ud2b9\ud788 \ubc95\ub960\uc774\ub098 \uc758\ub8cc\ucc98\ub7fc \uc798\ubabb\ub41c \uc815\ubcf4\uac00 \uc2ec\uac01\ud55c \uacb0\uacfc\ub97c \ucd08\ub798\ud560 \uc218 \uc788\ub294 \ubd84\uc57c\uc5d0\uc11c\ub294, RAG\uc758 \uc0ac\uc2e4 \uae30\ubc18 \uc751\ub2f5 \uad6c\uc870\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774\ub294 \uae30\uc5c5\uc774 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 AI \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc870\uac74\uc785\ub2c8\ub2e4.<\/span><\/p>\n

\uc0ac\uc6a9\uc790\uc758 \uc2e0\ub8b0\uc640 \ud22c\uba85\uc131 \ud655\ubcf4<\/strong><\/span><\/h3>\n

AI\uc758 \uc751\ub2f5\uc774 \uc544\ubb34\ub9ac \uc790\uc5f0\uc2a4\ub7fd\ub354\ub77c\ub3c4, \ucd9c\ucc98\uac00 \ubd88\ubd84\uba85\ud558\uac70\ub098 \uadfc\uac70\uac00 \uc5c6\ub294 \uacbd\uc6b0 \uc2e0\ub8b0\ud558\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. RAG\ub294 \ub2f5\ubcc0\uc5d0 \uc0ac\uc6a9\ub41c \ubb38\uc11c\uc758 \ucd9c\ucc98\ub098 \uc778\uc6a9\ubb38\uc744 \ud568\uaed8 \uc81c\uacf5\ud568\uc73c\ub85c\uc368, \uc0ac\uc6a9\uc790\uac00 \uc2a4\uc2a4\ub85c \uc815\ubcf4\ub97c \uac80\uc99d\ud560 \uc218 \uc788\uac8c \ub3c4\uc640\uc90d\ub2c8\ub2e4.<\/span><\/p>\n

\uc608\ub97c \ub4e4\uc5b4 “2024\ub144 4\uc6d4 10\uc77c\uc790 \uc778\uc0ac\uc815\ucc45\uc5d0 \ub530\ub974\uba74…”\ucc98\ub7fc \uba85\ud655\ud55c \ucd9c\ucc98\ub97c \ud3ec\ud568\ud558\uba74, \uc0ac\uc6a9\uc790\ub294 AI\uc758 \uc751\ub2f5\uc744 \ub2e8\uc21c\ud788 \uc218\uc6a9\ud558\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \uadf8 \uc2e0\ub8b0\ub3c4\ub97c \ud310\ub2e8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ud2b9\ud788 \ubc95\ub960 \uc790\ubb38, \uace0\uac1d \uc751\ub300, \uc758\ub8cc \uc0c1\ub2f4 \ub4f1\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/span><\/p>\n

\uacb0\uad6d RAG\ub294 \ub2e8\uc21c\ud788 \u201c\ub611\ub611\ud55c AI\u201d\ub97c \ub9cc\ub4dc\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \ucc45\uc784 \uc788\ub294 AI, \uc2e0\ub8b0\ubc1b\ub294 AI\ub97c \ub9cc\ub4dc\ub294 \uae30\ubc18\uc774 \ub429\ub2c8\ub2e4. \uc774\ub294 AI\uc758 \uc2e4\ubb34 \ub3c4\uc785\uc744 \uac00\uc18d\ud654\ud558\ub294 \ud575\uc2ec \uc870\uac74 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4.<\/span><\/p>\n

\ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0<\/strong> AI \ud65c\uc6a9 \uc0ac\ub840 \ud655\uc7a5<\/strong><\/span><\/h3>\n

\uae30\uc874\uc5d0\ub294 AI\uac00 \ub370\uc774\ud130\uac00 \ub9ce\uace0 \uad6c\uc870\ud654\ub41c \uc601\uc5ed\uc5d0\ub9cc \uc0ac\uc6a9\ub418\uc5c8\ub2e4\uba74 RAG\ub97c \ud65c\uc6a9\ud558\uba74 \ub370\uc774\ud130\uac00 \ube60\ub974\uac8c \ubc14\ub00c\uac70\ub098 \ubcf5\uc7a1\ud55c \ubb38\ub9e5\uc744 \uac00\uc9c4 \uc0b0\uc5c5\uc5d0\uc11c\ub3c4 AI\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\uc608\ub97c \ub4e4\uc5b4,<\/span><\/p>\n

    \n
  • \uc758\ub8cc \ubd84\uc57c\uc5d0\uc11c\ub294 \ucd5c\uc2e0 \ub17c\ubb38\uc774\ub098 \uac00\uc774\ub4dc\ub77c\uc778\uc744 \ubc14\ud0d5\uc73c\ub85c \uc758\uc0ac\uac00 \ucc38\uace0\ud560 \uc218 \uc788\ub294 AI\ub97c \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n
  • \uace0\uac1d\uc9c0\uc6d0\uc5d0\uc11c\ub294 \uae30\uc220 \ubb38\uc11c\ub098 \uc81c\ud488 \uc124\uba85\uc11c\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd88\ub7ec\uc640 \uace0\uac1d \uc751\ub300 \ud488\uc9c8\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n
  • \uad50\uc721 \ubd84\uc57c\uc5d0\uc11c\ub294 AI\uac00 \ud559\uc2b5\uc790\uc758 \uc218\uc900\uc5d0 \ub9de\ub294 \uc790\ub8cc\ub97c \uc120\ubcc4\ud558\uc5ec \uc81c\uacf5\ud558\ub294 \uac1c\uc778\ud654 \ud559\uc2b5 \ud658\uacbd\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n

    \uc774\ucc98\ub7fc RAG\ub294 AI\uac00 \ub2e8\uc21c\ud788 \u201c\ub9d0 \uc798\ud558\ub294 \ubaa8\ub378\u201d\uc744 \ub118\uc5b4\uc11c, \uc2e4\uc81c \uae30\uc5c5\uc758 \uc9c0\uc2dd\uc744 \uc5f0\uacb0\ud558\uace0, \uc2e4\ubb34 \ud604\uc7a5\uc5d0\uc11c \ubbff\uace0 \uc4f8 \uc218 \uc788\ub294 \uc9c0\ub2a5\ud615 \uc2dc\uc2a4\ud15c\uc73c\ub85c \ubc1c\uc804\ud558\ub294 \uae30\ubc18\uc774 \ub429\ub2c8\ub2e4.<\/span><\/p>\n

    \uac1c\ubc1c\uc790\uc640 \uae30\uc5c5\uc758 \uc6b4\uc601 \uc81c\uc5b4\uad8c \ud5a5\uc0c1<\/strong><\/span><\/h3>\n

    \uae30\uc874 LLM\uc5d0\uc11c\ub294 AI\uc758 \uc751\ub2f5\uc744 \ubc14\uafb8\uae30 \uc704\ud574\uc120 \ubaa8\ub378 \uc804\uccb4\ub97c \uc7ac\ud559\uc2b5\ud558\uac70\ub098, \ud30c\uc778\ud29c\ub2dd\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud588\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc RAG\ub294 \uac80\uc0c9 \ub300\uc0c1\uc774 \ub418\ub294 \ubb38\uc11c\ub9cc \uc218\uc815\ud558\uba74, \uace7\ubc14\ub85c AI\uc758 \uc751\ub2f5\uc774 \ub2ec\ub77c\uc9d1\ub2c8\ub2e4. \uc774\ub85c\uc368 \uac1c\ubc1c\uc790\uc640 \ub3c4\uba54\uc778 \uc804\ubb38\uac00 \ubaa8\ub450 \uc27d\uac8c \uad00\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

    \uc608\ucee8\ub300 \uc778\uc0ac\ud300\uc740 \ub2e8\uc21c\ud788 \u201c2024 \uc5f0\ucc28\uaddc\uc815.pdf\u201d \ubb38\uc11c\ub9cc \uc5c5\ub370\uc774\ud2b8\ud558\uba74, \ubaa8\ub378 \uc751\ub2f5\uc774 \uc790\ub3d9\uc73c\ub85c \ubcc0\uacbd\ub429\ub2c8\ub2e4. IT\ud300\uc774 \ubaa8\ub378 \ucf54\ub4dc\ub97c \uc218\uc815\ud558\uac70\ub098 \uc7ac\ubc30\ud3ec\ud560 \ud544\uc694\uac00 \uc5c6\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

    \ub610\ud55c \ubcf4\uc548\uc774\ub098 \ubbfc\uac10 \uc815\ubcf4 \uc81c\uc5b4\ub3c4 \uc720\ub9ac\ud569\ub2c8\ub2e4. RAG\ub294 \uc811\uadfc \uac00\ub2a5\ud55c \uc9c0\uc2dd \ubc94\uc704\ub97c \uba85\ud655\ud788 \uc124\uc815\ud560 \uc218 \uc788\uc5b4, AI\uac00 \ubd88\ud544\uc694\ud558\uac70\ub098 \ubbfc\uac10\ud55c \uc815\ubcf4\ub97c \uc0dd\uc131\ud558\uc9c0 \uc54a\ub3c4\ub85d \uc81c\uc5b4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uae08\uc735, \uc758\ub8cc, \uacf5\uacf5\uae30\uad00 \ub4f1\uc5d0\uc11c \ub9e4\uc6b0 \ud070 \uc7a5\uc810\uc785\ub2c8\ub2e4.<\/span><\/p>\n

    RAG\uc758 \ud654\ub824\ud568 \ub4a4\uc5d0 \uc228\uaca8\uc9c4 \uc7a0\uc7ac\uc801 \uacfc\uc81c<\/strong><\/span><\/h3>\n

    Retrieval-Augmented Generation(RAG)\uc740 \uc0dd\uc131\ud615 AI\uc5d0 \uc2e4\uc81c \uc9c0\uc2dd \uae30\ubc18\uc744 \uacb0\ud569\ud568\uc73c\ub85c\uc368, \uae30\uc5c5 \ud604\uc7a5\uc5d0\uc11c \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 AI \uad6c\ud604\uc744 \uac00\ub2a5\ucf00 \ud558\ub294 \ud68d\uae30\uc801\uc778 \uae30\uc220\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. LLM\uc758 \uc8fc\uc694 \ud55c\uacc4\uc600\ub358 \ud658\uac01(hallucination), \uc9c0\uc18d\uc801 \uc5c5\ub370\uc774\ud2b8\uc758 \uc5b4\ub824\uc6c0, \ud30c\uc778\ud29c\ub2dd \ube44\uc6a9 \ub4f1\uc744 \ud574\uacb0\ud558\uba70, \ub2e4\uc591\ud55c \uc0b0\uc5c5\uad70\uc5d0\uc11c \ube60\ub974\uac8c \ub3c4\uc785\ub418\uace0 \uc788\uc8e0.<\/span><\/p>\n

    \ud558\uc9c0\ub9cc \uadf8 \uac00\ub2a5\uc131 \ub4a4\uc5d0\ub294 \uac04\uacfc\ub418\uae30 \uc26c\uc6b4 \ub370\uc774\ud130 \ud488\uc9c8<\/strong>, \ud3ec\ub9f7 \ub2e4\uc591\uc131, \uc811\uadfc \uad8c\ud55c \ubc0f \ub77c\uc774\uc120\uc2a4 \ubb38\uc81c<\/strong>\ub77c\ub294 \uad6c\uc870\uc801 \ub3c4\uc804\ub4e4\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc9c0\uae08\ubd80\ud130 \uc0b4\ud3b4\ubcfc \uc138 \uac00\uc9c0 \uacfc\uc81c\ub294 \uae30\uc220 \uc790\uccb4\ubcf4\ub2e4\ub294 “\ub370\uc774\ud130”\uc5d0 \uc9d1\uc911\ud574\uc57c \ud55c\ub2e4\ub294 \uc810\uc5d0\uc11c RAG\uc758 \ubcf8\uc9c8\uc744 \ub2e4\uc2dc \uc0dd\uac01\ud558\uac8c \ud569\ub2c8\ub2e4.<\/span><\/p>\n

    \ub370\uc774\ud130 \ud488\uc9c8<\/strong>\u00a0<\/strong><\/span><\/h3>\n

    RAG\uc758 \ud575\uc2ec \uac15\uc810\uc740 \uc2e4\uc81c \ubb38\uc11c\ub97c \uae30\ubc18\uc73c\ub85c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud55c\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uadf8 \u2018\uc2e4\uc81c \ubb38\uc11c\u2019\uac00 \uc624\ub798\ub418\uc5c8\uac70\ub098, \uc624\ub958\uac00 \ub9ce\uac70\ub098, \uad6c\uc870\uac00 \ube44\uc815\ud615\uc801\uc774\ub77c\uba74 \uc624\ud788\ub824 \uc798\ubabb\ub41c \uc815\ubcf4\ub97c \uc804\ub2ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

    \uc608\ub97c \ub4e4\uc5b4, \uace0\uac1d\uc774 \ud658\ubd88 \uc815\ucc45\uc744 \ubb38\uc758\ud588\uc744 \ub54c RAG\uac00 2019\ub144\ub3c4 \uad6c\ud615 \ubb38\uc11c\ub97c \ucc38\uc870\ud574 \uc751\ub2f5\ud55c\ub2e4\uba74, \uc774\ub294 \ub2e8\uc21c\ud55c \uc815\ubcf4 \uc624\ub958\ub97c \ub118\uc5b4\uc11c \ube0c\ub79c\ub4dc \uc2e0\ub8b0\ub3c4 \uc800\ud558 \ubc0f \ucef4\ud50c\ub808\uc778, \ubc95\uc801 \ubd84\uc7c1\uc73c\ub85c\uae4c\uc9c0 \uc774\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

    \ub610\ud55c \ubb38\uc11c\uac00 PDF \uc2a4\uce94\ubcf8\uc774\uac70\ub098, \ud45c\/\uc774\ubbf8\uc9c0\uac00 \ub9ce\uc740 \ube44\uc815\ud615 \ud3ec\ub9f7\uc774\ub77c\uba74 \uac80\uc0c9 \uc815\ud655\ub3c4\ub294 \uae09\uaca9\ud788 \ub5a8\uc5b4\uc9d1\ub2c8\ub2e4. RAG\uac00 \uc131\ub2a5\uc744 \ubc1c\ud718\ud558\ub824\uba74 \uc815\ub3c8\ub41c \ubb38\uc11c \uad6c\uc870\uc640 \uba85\ud655\ud55c \ubb38\ub9e5<\/strong>, \ucd5c\uc2e0\uc131<\/strong>\uc774 \ud655\ubcf4\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc989, AI\ubcf4\ub2e4 \uba3c\uc800 \ub370\uc774\ud130\uac00 \u2018\uc77c\ud560 \uc218 \uc788\ub294 \uc0c1\ud0dc\u2019\uc5ec\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n

    \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130<\/strong><\/span><\/h3>\n

    \ud604\uc2e4\uc758 \uc5c5\ubb34 \ubb38\uc11c\ub294 \ud14d\uc2a4\ud2b8\ub9cc \uc874\uc7ac\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc81c\uc870, \uc758\ub8cc, \uac74\uc124, \uad50\uc721 \ub4f1 \ub2e4\uc591\ud55c \uc0b0\uc5c5\uad70\uc5d0\uc11c\ub294 \ub3c4\uba74<\/strong>, \uc774\ubbf8\uc9c0, \uc601\uc0c1, \uc74c\uc131, \ud504\ub808\uc820\ud14c\uc774\uc158<\/strong> \ub4f1 \ub2e4\uc591\ud55c \ud615\ud0dc\ub85c \uc9c0\uc2dd\uc774 \uc800\uc7a5\ub429\ub2c8\ub2e4.<\/span><\/p>\n

    \uc608\ub97c \ub4e4\uc5b4, \uc81c\uc870 \ud604\uc7a5\uc758 \uc7a5\ube44 \ub9e4\ub274\uc5bc\uc774 \uadf8\ub9bc \uc704\uc8fc\ub85c \ub418\uc5b4 \uc788\uac70\ub098, \ubcd1\uc6d0\uc758 \uc9c4\ub8cc\uae30\ub85d\uc774 CT \uc774\ubbf8\uc9c0\uc640 \uac19\uc774 \uc800\uc7a5\ub418\uc5b4 \uc788\ub2e4\uba74, \uae30\uc874 RAG\ub294 \uc774\ub97c \ucc98\ub9ac\ud560 \uc218 \uc5c6\uc5b4 \ub9f9\uc810\uc774 \ubc1c\uc0dd\ud569\ub2c8\ub2e4. \uc774\ub294 AI\uac00 \ucda9\ubd84\ud55c \uc815\ubcf4\ub97c \uac00\uc9c0\uace0 \uc788\uc74c\uc5d0\ub3c4 \u201c\uc774\ud574\ud558\uc9c0 \ubabb\ud558\uace0 \ub118\uae30\ub294\u201d \uc0c1\ud669\uc744 \uc57c\uae30\ud569\ub2c8\ub2e4.<\/span><\/p>\n

    \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub824\uba74, \ub2e8\uc21c \ud14d\uc2a4\ud2b8 \uae30\ubc18\uc758 RAG\uc5d0\uc11c \ub098\uc544\uac00 \uba40\ud2f0\ubaa8\ub2ec<\/strong> RAG<\/strong>\ub85c\uc758 \uc804\ud658\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ubbf8\uc9c0 \uc778\uc2dd, OCR, \uc601\uc0c1 \ubd84\uc11d \ubaa8\ub378 \ub4f1\uacfc \uc5f0\ub3d9\ud558\uc5ec \ub2e4\uc591\ud55c \ud615\ud0dc\uc758 \uc815\ubcf4\ub97c \ubca1\ud130\ud654\ud558\uac70\ub098, \uc801\uc808\ud55c \uba54\ud0c0\ub370\uc774\ud130\ub85c \uad6c\uc870\ud654\ud574 \ud65c\uc6a9\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774\ub294 \ub192\uc740 \uae30\uc220\ub825\uacfc \uccb4\uacc4\uc801\uc778 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc774 \uc804\uc81c\ub418\uc5b4\uc57c \uac00\ub2a5\ud55c \uc601\uc5ed\uc785\ub2c8\ub2e4.<\/span><\/p>\n

    \uc811\uadfc \uad8c\ud55c\uacfc \ub77c\uc774\uc120\uc2a4 <\/strong><\/span><\/h3>\n

    RAG\ub97c \uc124\uacc4\ud560 \ub54c \uc790\uc8fc \ubc94\ud558\ub294 \uc624\ub958\ub294 “\ub370\uc774\ud130\ub9cc \uc788\uc73c\uba74 \uc4f8 \uc218 \uc788\ub2e4”\ub294 \uac00\uc815\uc785\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc2e4\uc81c \uc870\uc9c1\uc5d0\uc11c\ub294 \ub0b4\ubd80 \ub370\uc774\ud130\ub77c\ub3c4 \ubd80\uc11c \uac04 \uc811\uadfc \uc81c\ud55c\uc774 \uac78\ub824 \uc788\uac70\ub098, NDA, GDPR, HIPAA \ub4f1 \ubc95\uc801 \uc81c\ud55c\uc73c\ub85c \uc778\ud574 \ud65c\uc6a9\uc774 \uae08\uc9c0\ub41c \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

    \ub610\ud55c \uc678\ubd80 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0\uc5d0\ub294 \ub77c\uc774\uc120\uc2a4 \ubb38\uc81c\uac00 \ubbfc\uac10\ud558\uac8c \uc791\uc6a9\ud569\ub2c8\ub2e4. \uc704\ud0a4, \uc5b8\ub860, \ub9ac\uc11c\uce58 \ubb38\uc11c \ub4f1\uc740 \uc0c1\uc5c5\uc801 \uc0ac\uc6a9\uc774 \uc81c\ud55c\ub418\uac70\ub098 \uc778\uc6a9\uc774 \ud544\uc694\ud55c \uacbd\uc6b0\uac00 \uc788\uc5b4, \ubb34\ub2e8 \uc0ac\uc6a9 \uc2dc \ubc95\uc801 \ub9ac\uc2a4\ud06c\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

    \ub530\ub77c\uc11c RAG \uc2dc\uc2a4\ud15c\uc744 \uc124\uacc4\ud560 \ub54c\ub294 \uae30\uc220 \ud300\ubfd0 \uc544\ub2c8\ub77c \ubc95\ubb34\ud300\uacfc \ubcf4\uc548\ud300\uc758 \ud611\uc5c5\uc774 \ubc18\ub4dc\uc2dc \ud544\uc694<\/strong>\ud558\uba70, \ub370\uc774\ud130\ub294 \uc0ac\uc6a9 \ubaa9\uc801\uc5d0 \ub530\ub77c \ub77c\uc774\uc120\uc2a4 \ubc94\uc8fc(\uacf5\uac1c, \ub0b4\ubd80 \uc804\uc6a9, \uc0c1\uc5c5 \ubd88\uac00 \ub4f1)\ub97c \uba85\ud655\ud788 \ubd84\ub958\ud558\uace0, \uac80\uc0c9 \uac00\ub2a5\ud55c \ubb38\uc11c \ubc94\uc704\ub97c \uad8c\ud55c\ubcc4\ub85c \uc81c\ud55c\ud558\ub294 \uad6c\uc870\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/span><\/p>\n

    RAG\ub294 \ub9e4\uc6b0 \uac15\ub825\ud55c \uae30\uc220\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 GPT-4, Claude, Mistral \ub4f1 \uc5b4\ub5a4 \uace0\uc131\ub2a5 LLM\uc744 \ud65c\uc6a9\ud558\ub354\ub77c\ub3c4, RAG\uac00 \uc758\uc874\ud558\ub294 \uc9c0\uc2dd\uc758 \ud488\uc9c8\uacfc \uc811\uadfc\uc131, \ub77c\uc774\uc120\uc2a4 \uc801\ud569\uc131\uc774 \ud655\ubcf4\ub418\uc9c0 \uc54a\uc73c\uba74 \uacb0\uad6d \ubd88\uc548\uc815\ud55c \uc2dc\uc2a4\ud15c\uc774 \ub418\uace0 \ub9d9\ub2c8\ub2e4.<\/span><\/p>\n

    RAG \ud504\ub85c\uc81d\ud2b8\ub294 \ub2e8\uc21c\ud55c AI \ub3c4\uc785\uc774 \uc544\ub2d9\ub2c8\ub2e4. \uc774\ub294 \uace7 \uc9c0\uc2dd\uc758 \uad6c\uc870\ud654<\/strong>, \uc811\uadfc\uc131 \ud1b5\uc81c, \uadf8\ub9ac\uace0 \uac70\ubc84\ub10c\uc2a4 \uc124\uacc4<\/strong>\ub77c\ub294 \uc870\uc9c1 \ucc28\uc6d0\uc758 \uc804\ub7b5\uc801 \uacfc\uc81c\uc785\ub2c8\ub2e4.<\/span><\/p>\n

      \n
    • \ub370\uc774\ud130\ub97c \ucd5c\uc2e0 \uc0c1\ud0dc\ub85c \uc720\uc9c0\ud558\uace0, \uc798 \uad6c\uc870\ud654\ub41c \ud615\uc2dd\uc73c\ub85c \uc815\ube44\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/li>\n
    • \ub0b4\ubd80\/\uc678\ubd80 \ubb38\uc11c\uc758 \uc811\uadfc \uad8c\ud55c\uacfc \ub77c\uc774\uc120\uc2a4\ub97c \uba85\ud655\ud788 \ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/li>\n
    • \ube44\uc815\ud615 \uc815\ubcf4(\uc774\ubbf8\uc9c0, \uc601\uc0c1 \ub4f1)\uc5d0 \ub300\ud55c \uc778\uc2dd \ubc0f \ucc98\ub9ac \uccb4\uacc4\ub97c \uac16\ucdb0\uc57c \ud569\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n

      \uacb0\uad6d, AI\uac00 \uc9c4\uc9dc \ub611\ub611\ud574\uc9c0\uae30 \uc704\ud574\uc120 \uba3c\uc800 \uc870\uc9c1\uc758 \uc9c0\uc2dd \uc778\ud504\ub77c\uac00 \u2018\ub611\ub611\ud558\uac8c\u2019 \uc900\ube44\ub418\uc5b4 \uc788\uc5b4\uc57c<\/strong> \ud569\ub2c8\ub2e4. \uc774\uac83\uc774 RAG \uc131\uacf5\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4.<\/span><\/p>\n

      RAG\uc5d0 \ub300\ud55c \ubbf8\ub798 \ud2b8\ub80c\ub4dc \uc608\uce21<\/strong>\u00a0<\/span><\/h2>\n
      \"RAG\uc5d0-\ub300\ud55c-\ubbf8\ub798-\ud2b8\ub80c\ub4dc-\uc608\uce21\"
      RAG\u110b\u1166 \u1103\u1162\u1112\u1161\u11ab \u1106\u1175\u1105\u1162 \u1110\u1173\u1105\u1166\u11ab\u1103\u1173 \u110b\u1168\u110e\u1173\u11a8<\/figcaption><\/figure>\n

      \uc2e4\uc2dc\uac04<\/strong> RAG<\/strong><\/span><\/h3>\n

      AI \uc2dc\uc2a4\ud15c\uc740 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ud53c\ub4dc\ub97c RAG \ubaa8\ub378\uc5d0 \ud1b5\ud569\ud558\uc5ec \ucd5c\uc2e0 \uc815\ubcf4\ub97c \ub3d9\uc801\uc73c\ub85c \uac80\uc0c9\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 RAG\ub294 \uc678\ubd80 \uc9c0\uc2dd\ubca0\uc774\uc2a4, \uc6f9\uc0ac\uc774\ud2b8, \uad6c\uc870\ud654\ub41c \ub370\uc774\ud130 \uc18c\uc2a4\uc640 \uc5f0\uacb0\ud558\uc5ec \uc0dd\uc131\ud615 AI \uc194\ub8e8\uc158\uc774 \uc815\ud655\ud558\uace0 \ub9e5\ub77d\uc5d0 \uc801\ud569\ud55c \uc790\ub8cc\ub97c \uc81c\uacf5\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/span><\/p>\n

      \uae30\uc5c5\ub4e4\uc740 \uc774 \uae30\ub2a5\uc744 \ud65c\uc6a9\ud574 \uace0\uac1d \ucc38\uc5ec\ub97c \ud5a5\uc0c1\uc2dc\ud0a4\uace0, \ud2b9\ud788 \uc9c0\uc18d\uc801\uc778 \ub370\uc774\ud130 \uc5c5\ub370\uc774\ud2b8\uac00 \ud544\uc694\ud55c \ubd84\uc57c\uc5d0\uc11c \uc758\uc0ac\uacb0\uc815\uc744 \uac1c\uc120\ud560 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n

      \uba40\ud2f0\ubaa8\ub2ec \ucf58\ud150\uce20<\/strong> (Mutilmodal content)<\/strong>\u00a0<\/span><\/h3>\n

      RAG\ub294 \ud14d\uc2a4\ud2b8 \uae30\ubc18 \uac80\uc0c9\uc744 \ub118\uc5b4 \uc0ac\uc9c4, \ube44\ub514\uc624, \uc624\ub514\uc624\ub97c \ud3ec\ud568\ud558\ub294 \ubcf4\ub2e4 \ud3ec\uad04\uc801\uc778 AI \uad6c\ub3d9 \uacbd\ud5d8\uc73c\ub85c \ubc1c\uc804\ud560 \uac83\uc785\ub2c8\ub2e4. \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \ud558\uc774\ube0c\ub9ac\ub4dc \uac80\uc0c9 \uae30\ubc95\uc744 \ud65c\uc6a9\ud574 AI \uc2dc\uc2a4\ud15c\uc740 \ub2e4\uc591\ud55c \uc678\ubd80 \uc18c\uc2a4\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ud3c9\uac00\ud558\uace0 \uac80\uc0c9\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/span><\/p>\n

      \uc774 \ud601\uc2e0\uc744 \ubc14\ud0d5\uc73c\ub85c \uc804\ubc18\uc801\uc778 \uc0ac\uc6a9\uc790 \uac80\uc0c9 \uacbd\ud5d8\uc744 \uac1c\uc120\ud558\uace0 AI\uac00 \ub2e4\uc591\ud55c \uc815\ubcf4 \ud615\uc2dd\uc5d0 \uc801\uc751\ud558\ub294 \ub2a5\ub825\uc744 \ud655\uc7a5\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.\u00a0<\/span><\/p>\n

      \ud558\uc774\ube0c\ub9ac\ub4dc \ubaa8\ub378<\/strong> (Hybrid model)\u00a0<\/strong><\/span><\/h3>\n

      \ud0a4\uc6cc\ub4dc \uac80\uc0c9\uacfc \uc9c0\uc2dd \uadf8\ub798\ud504, \uc758\ubbf8 \uae30\ubc18 \uac80\uc0c9 \uac19\uc740 \uace0\uae09 \uac80\uc0c9 \uae30\ubc95\uc744 \uacb0\ud569\ud574 \uac80\uc0c9 \uacfc\uc815\uc744 \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0\uc11c \uad00\ub828 \ubb38\uc11c\ub97c \ud655\ubcf4\ud558\uace0 \uac80\uc0c9 \uacb0\uacfc\ub97c \uac1c\uc120\ud558\uba70 \uc751\ub2f5 \uc815\ud655\ub3c4\ub97c \ub192\uc784\uc73c\ub85c\uc368 \ud558\uc774\ube0c\ub9ac\ub4dc \ubaa8\ub378\uc740 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/span><\/p>\n

      \ub9de\ucda4\ud615<\/strong> RAG \uad6c\ud604<\/strong><\/span><\/h3>\n

      Few-shot \ud504\ub86c\ud504\ud305, \uc800\ub7ad\ud06c \uc801\uc751(LoRA) \uac19\uc740 \ud30c\uc778\ud29c\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c AI \ubaa8\ub378\uc740 \ub9e4\uc6b0 \uac1c\uc778\ud654\ub41c \ucf58\ud150\uce20\ub97c \uac80\uc0c9\ud558\uace0 \uc0dd\uc131\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4. \ub9de\ucda4\ud615 RAG\ub294 \uace0\uac1d \uc0c1\ud638\uc791\uc6a9\uc744 \uac1c\uc120\ud558\uace0 \ub9e5\ub77d\uc5d0 \ub9de\ub294 \uad00\ub828 \ub370\uc774\ud130\ub97c \ud68d\ub4dd\ud558\uba70 \uc0ac\uc6a9\uc790 \uc9c8\ubb38\uc744 \uc815\uad50\ud654\ud569\ub2c8\ub2e4.<\/span><\/p>\n

      AI \uae30\ubc18 \uace0\uac1d \uc11c\ube44\uc2a4, \ub9de\ucda4\ud615 \ucd94\ucc9c, \uc801\uc751\ud615 \ud559\uc2b5 \uc2dc\uc2a4\ud15c \ub4f1\uc5d0\uc11c \ud070 \ud61c\ud0dd\uc744 \uae30\ub300\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

      \ud76c\uc18c\uc131 \uae30\ubc95<\/strong><\/span><\/h3>\n

      \ud76c\uc18c \uac80\uc0c9 \ubaa8\ub378\uacfc \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \uc544\ud0a4\ud14d\ucc98\uac00 \uac80\uc0c9 \uc2dc\uc2a4\ud15c\uc744 \uac1c\uc120\ud558\uc5ec \ucc98\ub9ac \ube44\uc6a9\uc744 \ub0ae\ucd94\uace0 \uac80\uc0c9 \uc18d\ub3c4\ub97c \ub192\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\ubc95\uc740 \ubcf4\uc548, \uc758\ub8cc, \uae08\uc735 \ub4f1 \ub300\uaddc\ubaa8 \ubd84\uc57c\uc5d0\uc11c \uc2e0\uc18d\ud55c \uc815\ubcf4 \uac80\uc0c9\uc774 \ud544\uc218\uc801\uc778 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud2b9\ud788 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/span><\/p>\n

      \uc628\ub514\ubc14\uc774\uc2a4<\/strong> AI<\/strong><\/span><\/h3>\n

      \ud504\ub77c\uc774\ubc84\uc2dc \ubcf4\ud638\uc640 \ubd84\uc0b0 \ucc98\ub9ac \uc694\uad6c\uac00 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \ub354 \ub9ce\uc740 RAG \uad6c\ud604\uc774 \uc0ac\uc6a9\uc790 \uae30\uae30 \ub0b4\uc5d0\uc11c \ub85c\uceec\ub85c \uc791\ub3d9\ud560 \uac83\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub294 \uc790\uccb4 \ub370\uc774\ud130 \uc800\uc7a5\uc18c\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ucc98\ub9ac \ubc0f \uac80\uc0c9\ud560 \uc218 \uc788\uc5b4 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \uac80\uc0c9 \uc758\uc874\ub3c4\ub97c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

      \uc628\ub514\ubc14\uc774\uc2a4 AI\ub294 \uc678\ubd80 \ub370\uc774\ud130 \uc811\uadfc \uc5c6\uc774 \uc2e4\uc2dc\uac04 \uc815\ubcf4 \uac80\uc0c9\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uc5ec \ub370\uc774\ud130 \ubcf4\uc548 \ud5a5\uc0c1\uacfc \uc9c0\uc5f0 \uc2dc\uac04 \uac10\uc18c\uc5d0\ub3c4 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/span><\/p>\n

      \ub2a5\ub3d9\uc801 \uac80\uc0c9 \uac15\ud654 \uc0dd\uc131<\/strong><\/span><\/h3>\n

      \uc0dd\uc131\ud615 AI \ubaa8\ub378\uc740 \uc758\ubbf8 \uac80\uc0c9, \ubca1\ud130 \uac80\uc0c9, \uadf8\ub798\ud504 \uc784\ubca0\ub529\uacfc \uac19\uc740 \uc815\uad50\ud55c \uac80\uc0c9 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud574 \uad00\ub828 \ubb38\uc11c\uc640 \uc678\ubd80 \uc815\ubcf4\uc6d0\uc744 \uc801\uadf9\uc801\uc73c\ub85c \ucd94\ucd9c\ud569\ub2c8\ub2e4. AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \uac80\uc0c9 \ud504\ub85c\uc138\uc2a4\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud558\uc5ec \uc810\uc810 \ub354 \uc815\ud655\ud558\uace0 \ub9e5\ub77d\uc774 \ud48d\ubd80\ud55c \ucf58\ud150\uce20\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n

      \uc11c\ube44\uc2a4\ud615<\/strong> RAG (RAG as a Service)<\/strong><\/span><\/h3>\n

      \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 RAG \uc194\ub8e8\uc158\uc744 \ud1b5\ud574 \uae30\uc5c5\uc740 \ud655\uc7a5 \uac00\ub2a5\ud558\uace0 \ube44\uc6a9 \ud6a8\uc728\uc801\uc778 RAG \uc544\ud0a4\ud14d\ucc98\ub97c \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc5c5\ub4e4\uc774 \ub300\uaddc\ubaa8 \uc778\ud504\ub77c \ud22c\uc790 \uc5c6\uc774 AI \uae30\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uace0 \ub370\uc774\ud130 \uc811\uadfc \uc18d\ub3c4\ub97c \ub192\uc774\uba70 AI \uae30\ubc18 \uac80\uc0c9 \uc2dc\uc2a4\ud15c\uc744 \uc6cc\ud06c\ud50c\ub85c\uc6b0\uc5d0 \ud1b5\ud569\uac00\ub2a5\ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n

      \ud5a5\uc0c1\ub41c<\/strong> RAG \ud30c\uc774\ud504\ub77c\uc778<\/strong><\/span><\/h3>\n

      \ubbf8\ub798\uc758 \ubc1c\uc804\uc740 AI \ubaa8\ub378\uc774 \uac80\uc0c9 \uba54\ucee4\ub2c8\uc998\uc5d0\uc11c \uc678\ubd80 \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0\uc11c \uad00\ub828 \ub370\uc774\ud130\ub97c \ub04c\uc5b4\uc624\ub294 \ubc29\uc2dd\uc744 \uac1c\uc120\ud560 \uac83\uc785\ub2c8\ub2e4. \ub354 \ub098\uc740 \uac80\uc0c9 \uac15\ud654 \uae30\ubc95\uc740 \uac80\uc0c9 \uacfc\uc815\uc744 \ub354\uc6b1 \uac04\uc18c\ud654\ud558\uace0 AI\uac00 \uc0dd\uc131\ud558\ub294 \ub2f5\ubcc0\uc774 \ucd5c\uc2e0\uc774\uba70 \uc815\ud655\ud55c \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/span><\/p>\n

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

      RAG\ub294 \uae30\uc874\uc758 \uc5b8\uc5b4 \ubaa8\ub378 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uba70, \ubcf4\ub2e4 \uc9c0\ub2a5\uc801\uc774\uace0 \uc2e0\ub8b0\uc131 \uc788\ub294 \uc751\ub2f5\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \ud601\uc2e0\uc801 \uae30\uc220\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 RAG\uc758 \uae30\ubcf8 \uac1c\ub150\ubd80\ud130 \uae30\uc220 \uad6c\uc870, \uae30\ub300 \ud6a8\uacfc, \uadf8\ub9ac\uace0 \uad6c\ud604 \uc2dc \uace0\ub824\ud560 \uc810\uae4c\uc9c0 \uc885\ud569\uc801\uc73c\ub85c \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

      AI \uae30\uc220\uc758 \uc131\uacf5\uc801\uc778 \ub3c4\uc785\uc740 \ub2e8\uc21c\ud55c \ub3c4\uc804\uc774 \uc544\ub2cc, \uae30\uc5c5\uc758 \ub514\uc9c0\ud138 \uc804\ud658\uacfc \uacbd\uc7c1\ub825 \uac15\ud654\ub97c \uc704\ud55c \ud575\uc2ec \uc804\ub7b5\uc785\ub2c8\ub2e4. HBLAB\uc740 \ubca0\ud2b8\ub0a8\uc758 \uac80\uc99d\ub41c IT \ud30c\ud2b8\ub108\ub85c\uc11c, RAG \uac1c\ubc1c \ubc0f AI \uc544\uc6c3\uc18c\uc2f1<\/strong> \ubd84\uc57c\uc5d0\uc11c \ud48d\ubd80\ud55c \uacbd\ud5d8\uacfc \uc804\ubb38 \uc778\ub825\uc744 \ubcf4\uc720\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

      \uc9c0\uae08\uc774 \ubc14\ub85c HBLAB\uacfc \ud568\uaed8 RAG \uae30\ubc18 AI \uc194\ub8e8\uc158\uc744 \uc2e4\ud604\ud558\uace0, \uadc0\uc0ac\uc758 \ubbf8\ub798\ub97c \ud55c \ub2e8\uacc4 \ub3c4\uc57d\uc2dc\ud0ac \ucd5c\uc801\uc758 \ud0c0\uc774\ubc0d\uc785\ub2c8\ub2e4.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

      RAG\ub780 \uac80\uc0c9 \ubcf4\uac15 \uc0dd\uc131(Retrieval-augmented generation, RAG) \uc57d\uc790\ub85c \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc758 \ucd9c\ub825\uc774 \ud2b9\uc815 \ub9e5\ub77d\uc5d0\uc11c \ub354 \uad00\ub828\uc131\uc774 \ub192\ub3c4\ub85d \ub9cc\ub4dc\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uae09\ubcc0\ud558\ub294 \ub514\uc9c0\ud138 […]<\/p>\n","protected":false},"author":8,"featured_media":16246,"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":[47,52,56],"tags":[],"class_list":["post-16199","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ar-ko","category-it-outsourcing-ko","category-website-development-ko"],"_links":{"self":[{"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/posts\/16199","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=16199"}],"version-history":[{"count":0,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/posts\/16199\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/media\/16246"}],"wp:attachment":[{"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/media?parent=16199"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/categories?post=16199"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/tags?post=16199"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}