{"id":10897,"date":"2024-09-02T09:08:11","date_gmt":"2024-09-02T00:08:11","guid":{"rendered":"https:\/\/www.stechstar.com\/user\/wordpress\/?p=10897"},"modified":"2026-08-17T09:49:44","modified_gmt":"2026-08-17T00:49:44","slug":"%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5-%ea%b8%b0%ec%88%a0-rag%ea%b2%80%ec%83%89-%ec%a6%9d%ea%b0%95-%ec%83%9d%ec%84%b1%eb%9e%80-llm-%eb%8b%a8%ec%a0%90%ec%9d%84-%eb%b3%b4%ec%99%84%ed%95%98","status":"publish","type":"post","link":"https:\/\/www.stechstar.com\/user\/wordpress\/%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5-%ea%b8%b0%ec%88%a0-rag%ea%b2%80%ec%83%89-%ec%a6%9d%ea%b0%95-%ec%83%9d%ec%84%b1%eb%9e%80-llm-%eb%8b%a8%ec%a0%90%ec%9d%84-%eb%b3%b4%ec%99%84%ed%95%98\/","title":{"rendered":"[\uc778\uacf5\uc9c0\ub2a5 \uae30\uc220] RAG(\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131)\ub780? \u2013 LLM \ub2e8\uc810\uc744 \ubcf4\uc644\ud558\ub294 \uae30\uc220"},"content":{"rendered":"<h1>[\uc778\uacf5\uc9c0\ub2a5 \uae30\uc220] RAG(\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131)\ub780? \u2013 LLM \ub2e8\uc810\uc744 \ubcf4\uc644\ud558\ub294 \uae30\uc220<\/h1>\n<div class=\"et_pb_module et_pb_text et_pb_text_1 et_pb_text_align_left et_pb_bg_layout_light\">\n<div class=\"et_pb_text_inner\">\n<h1>RAG(\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131)\ub780? \u2013 LLM \ub2e8\uc810\uc744 \ubcf4\uc644\ud558\ub294 \uae30\uc220<\/h1>\n<\/div>\n<\/div>\n<div class=\"et_pb_module et_pb_text et_pb_text_2 mlf_post_excerpt et_pb_text_align_left et_pb_bg_layout_light\">\n<div class=\"et_pb_text_inner\">\n<p>LLM(Large Language Model)\uc758 \ub9ce\uc740 \uc7a5\uc810\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \ub2e8\uc810\uc744 \ubcf4\uc644\ud558\uae30 \uc704\ud55c RAG(\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131)\uc774 \ub9ce\uc740 \uad00\uc2ec\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. RAG\uc758 \uae30\ubcf8 \uac1c\ub150, \ub4f1\uc7a5 \ubc30\uacbd, \uc6d0\ub9ac, \uc801\uc6a9 \uc0ac\ub840 \ub4f1\uc744 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n<\/div>\n<div class=\"et_pb_module et_pb_text et_pb_text_3 et_pb_text_align_left et_pb_bg_layout_light\">\n<div class=\"et_pb_text_inner\">2024-05-07 | \ubc15\uc131\ub3c8<\/div>\n<\/div>\n<div class=\"et_pb_module et_pb_cpt_featured_image2 et_pb_cpt_featured_image2_0\">\n<div class=\"et_pb_module_inner\">\n<div class=\"et_pb_module et_pb_image et_pb_animation_fade_in et_pb_cpt_featured_image2_0 et_always_center_on_mobile et-waypoint et-animated\"><img decoding=\"async\" src=\"https:\/\/stechstar.com\/user\/zbxe\/files\/attach\/images\/92879\/033\/101\/cb6aa7b1dfaf67e34be346283405d256.png\" alt=\"\" data-autoattach=\"success\" data-cke-saved-src=\".\/files\/attach\/images\/92879\/033\/101\/cb6aa7b1dfaf67e34be346283405d256.png\"><\/div>\n<\/div>\n<\/div>\n<div class=\"et_pb_module et_pb_cpt_text et_pb_cpt_text_0 mlb-article-content\">\n<div class=\"et_pb_module_inner\">\n<div class=\"clearfix et_pb_module et_pb_cpt_text et_pb_bg_layout_light et_pb_text_align_ mlb-article-content et_pb_cpt_text_0\">\n<p>\ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc758 \ubc1c\uc804\uc740 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc744 \uc77c\uc73c\ud0a4\uace0 \uc788\uc73c\uba70, \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ud14d\uc2a4\ud2b8 \uc0dd\uc131 AI\ub294 \ud2b9\ud788 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774\ub7ec\ud55c \uae30\uc220\uc774 \uac00\uc9c4 \uc815\ud655\uc131\uacfc \uc2e0\ub8b0\uc131\uc758 \ubb38\uc81c\ub294 \uc0ac\uc6a9\uc790\uc640 \uac1c\ubc1c\uc790 \ubaa8\ub450\uc5d0\uac8c \uc911\uc694\ud55c \uacfc\uc81c\ub85c \ub0a8\uc544 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \ub4f1\uc7a5\ud55c \uae30\uc220 \uc911 \ud558\ub098\uac00 \ubc14\ub85c RAG(Retrieval-Augmented Generation)\uc785\ub2c8\ub2e4.<\/p>\n<p>\ubcf8\ubb38\uc5d0\uc11c\ub294 RAG\uc758 \uae30\ubcf8 \uac1c\ub150, \ub4f1\uc7a5 \ubc30\uacbd, \uc6d0\ub9ac, \uc801\uc6a9 \uc0ac\ub840 \ub4f1\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uba3c\uc800 LLM\uc774 \ubb34\uc5c7\uc778\uc9c0, \ud2b9\uc9d5\uacfc \uc7a5\/\ub2e8\uc810\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>LLM\uc774\ub780?<\/h2>\n<p>LLM\uc740 Large Language Model\uc758 \uc57d\uc790\ub85c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc758 \ud55c \uc885\ub958\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub378\ub4e4\uc740&nbsp;<a href=\"https:\/\/modulabs.co.kr\/blog\/big-data\/\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"https:\/\/modulabs.co.kr\/blog\/big-data\/\">\ub300\uaddc\ubaa8\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130<\/a>\ub97c \ud559\uc2b5\ud558\uc5ec \uc5b8\uc5b4\uc758 \uad6c\uc870\uc640 \uc758\ubbf8\ub97c \uc774\ud574\ud558\uace0, \uadf8 \ud559\uc2b5\uc744 \ubc14\ud0d5\uc73c\ub85c \ud14d\uc2a4\ud2b8 \uc0dd\uc131, \ubc88\uc5ed, \uc694\uc57d, \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\ubcc0 \ub4f1 \ub2e4\uc591\ud55c \uc5b8\uc5b4 \uad00\ub828 \uc791\uc5c5\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>LLM\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\ubc29\ub300\ud55c \uc9c0\uc2dd \ubcf4\uc720: \ub2e4\uc591\ud55c \ubd84\uc57c\uc758 \ud14d\uc2a4\ud2b8\ub97c \ud559\uc2b5\ud558\uc5ec \uad11\ubc94\uc704\ud55c \uc9c0\uc2dd\uc744 \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\ubb38\ub9e5 \uc774\ud574 \ub2a5\ub825: \ub2e8\uc21c\ud788 \ub2e8\uc5b4\ub97c \ub9e4\uce6d\ud558\ub294 \uac83\uc774 \uc544\ub2c8\ub77c \uc804\ud6c4 \ub9e5\ub77d\uc744 \uace0\ub824\ud558\uc5ec \uc5b8\uc5b4\ub97c \uc774\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc790\uc5f0\uc5b4 \uc0dd\uc131 \ub2a5\ub825: \ubb38\uc7a5 \uc0dd\uc131, \uc9c8\ubb38 \uc751\ub2f5, \uc694\uc57d, \ubc88\uc5ed \ub4f1 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ud0dc\uc2a4\ud06c\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc804\uc774 \ud559\uc2b5 \ub2a5\ub825: \ud55c \ubd84\uc57c\uc5d0\uc11c \ud559\uc2b5\ud55c \uc9c0\uc2dd\uc744 \ub2e4\ub978 \uc720\uc0ac \ud0dc\uc2a4\ud06c\uc5d0 \ud65c\uc6a9\ud558\ub294 \ub4f1 \uc804\uc774 \ud559\uc2b5\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud655\uc7a5\uc131: \ub354 \ub9ce\uc740 \ub370\uc774\ud130\uc640 \ucef4\ud4e8\ud305 \uc790\uc6d0\uc744 \ud65c\uc6a9\ud558\uba74 \uacc4\uc18d \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>LLM\uc740 \ucc57\ubd07, \uac80\uc0c9 \uc5d4\uc9c4, \ucf58\ud150\uce20 \uc0dd\uc131 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \uc778\uac04\uacfc \uc720\uc0ac\ud55c \uc218\uc900\uc758 \uc5b8\uc5b4 \uc774\ud574\uc640 \uc0dd\uc131 \ub2a5\ub825\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ud3b8\ud5a5\uc131 \ubb38\uc81c, \uc0ac\uc2e4 \uad00\uacc4 \uc624\ub958 \ub4f1\uc758 \ud55c\uacc4\uc810\ub3c4 \uc9c0\uc801\ub418\uace0 \uc788\uc5b4 \ud574\uacb0\ud574\uc57c \ud560 \uacfc\uc81c\ub3c4 \ub0a8\uc544\uc788\ub294 \uc0c1\ud669\uc785\ub2c8\ub2e4.<\/p>\n<h3>LLM\uc758 \uc7a5\uc810<\/h3>\n<p>LLM(Large Language Model)\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \uc7a5\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ol>\n<li>\uad11\ubc94\uc704\ud55c \uc9c0\uc2dd \ud65c\uc6a9\n<ul>\n<li>\ubc29\ub300\ud55c \uc591\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\uc5ec \ub2e4\uc591\ud55c \ubd84\uc57c\uc758 \uc9c0\uc2dd\uc744 \uc2b5\ub4dd<\/li>\n<li>\ud559\uc2b5\ud55c \uc9c0\uc2dd\uc744 \ubc14\ud0d5\uc73c\ub85c \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc5d0 \ud3ed\ub113\uace0 \uc2ec\ub3c4 \uc788\ub294 \ub2f5\ubcc0 \uac00\ub2a5<\/li>\n<\/ul>\n<\/li>\n<li>\ub6f0\uc5b4\ub09c \uc5b8\uc5b4 \uc774\ud574 \ubc0f \uc0dd\uc131 \ub2a5\ub825\n<ul>\n<li>\ub2e8\uc5b4 \uac04\uc758 \uad00\uacc4\uc640 \ubb38\ub9e5\uc744 \uace0\ub824\ud558\uc5ec \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \uc5b8\uc5b4 \uc774\ud574 \uac00\ub2a5<\/li>\n<li>\ubb38\ubc95\uc801\uc73c\ub85c \uc815\ud655\ud558\uace0 \uc758\ubbf8 \uc788\ub294 \ubb38\uc7a5 \uc0dd\uc131 \ub2a5\ub825<\/li>\n<\/ul>\n<\/li>\n<li>\ub2e4\uc591\ud55c \ud0dc\uc2a4\ud06c \uc218\ud589 \uac00\ub2a5\n<ul>\n<li>\ud14d\uc2a4\ud2b8 \ubd84\ub958, \uc9c8\uc758\uc751\ub2f5, \uc694\uc57d, \ubc88\uc5ed, \ubb38\uc7a5 \uc0dd\uc131 \ub4f1 \ub2e4\uc591\ud55c NLP \ud0dc\uc2a4\ud06c \ucc98\ub9ac \uac00\ub2a5<\/li>\n<li>\ud558\ub098\uc758 \ubaa8\ub378\ub85c \uc5ec\ub7ec \ud0dc\uc2a4\ud06c\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc5b4 \ubc94\uc6a9\uc131\uc774 \ub192\uc74c<\/li>\n<\/ul>\n<\/li>\n<li>\uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 \uc778\ud130\ud398\uc774\uc2a4\n<ul>\n<li>\uc790\uc5f0\uc5b4\ub85c \ub41c \uc0ac\uc6a9\uc790 \uc785\ub825\uc744 \uc774\ud574\ud558\uace0 \uc751\ub2f5\ud560 \uc218 \uc788\uc5b4 \uc811\uadfc\uc131\uc774 \uc88b\uc74c<\/li>\n<li>\ucc57\ubd07, \uac00\uc0c1 \uc5b4\uc2dc\uc2a4\ud134\ud2b8 \ub4f1\uc73c\ub85c \ud65c\uc6a9\ub418\uc5b4 \uc0ac\uc6a9\uc790 \uacbd\ud5d8 \ud5a5\uc0c1<\/li>\n<\/ul>\n<\/li>\n<li>\ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c\uc758 \ud65c\uc6a9\n<ul>\n<li>\uace0\uac1d \uc11c\ube44\uc2a4, \ucf58\ud150\uce20 \uc81c\uc791, \uad50\uc721, \uc758\ub8cc \ub4f1 \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9 \uac00\ub2a5<\/li>\n<li>\uc0ac\ub78c\uacfc \uae30\uacc4 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \uc5c5\ubb34 \ud6a8\uc728\uc131 \uc99d\ub300\uc5d0 \uae30\uc5ec<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>LLM\uc758 \ub2e8\uc810<\/h3>\n<p>LLM(Large Language Model)\uc740 \ub9ce\uc740 \uc7a5\uc810\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uc810\uacfc \ud55c\uacc4\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ol>\n<li>\ud3b8\ud5a5\uc131 \ubb38\uc81c\n<ul>\n<li>\ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \ub0b4\uc7ac\ub41c \ud3b8\ud5a5\uc131\uc744 \uadf8\ub300\ub85c \ubc18\uc601\ud560 \uc218 \uc788\uc74c<\/li>\n<li>\uc131\ubcc4, \uc778\uc885, \uc885\uad50 \ub4f1\uc5d0 \ub300\ud55c \uace0\uc815\uad00\ub150\uc774\ub098 \ucc28\ubcc4\uc801 \ud45c\ud604\uc744 \uc0dd\uc131\ud560 \uc704\ud5d8 \uc874\uc7ac<\/li>\n<\/ul>\n<\/li>\n<li>\uc0ac\uc2e4 \uad00\uacc4 \uc624\ub958 \uac00\ub2a5\uc131\n<ul>\n<li>\ubc29\ub300\ud55c \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\uc9c0\ub9cc, \ud56d\uc0c1 \uc815\ud655\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\uc9c0\ub294 \uc54a\uc74c<\/li>\n<li>\uc798\ubabb\ub41c \uc815\ubcf4\ub098 \ud5c8\uc704 \uc815\ubcf4\ub97c \uc9c4\uc2e4\ub85c \uac04\uc8fc\ud558\uace0 \uc804\ud30c\ud560 \uc218 \uc788\uc74c<\/li>\n<\/ul>\n<\/li>\n<li>\ub9e5\ub77d \uc774\ud574\uc758 \ud55c\uacc4\n<ul>\n<li>\ubb38\uc7a5 \ub2e8\uc704\uc758 \uc774\ud574\ub294 \uac00\ub2a5\ud558\uc9c0\ub9cc, \uc7a5\ubb38\uc758 \uae00\uc774\ub098 \ubcf5\uc7a1\ud55c \ub9e5\ub77d \ud30c\uc545\uc740 \uc5b4\ub824\uc6b8 \uc218 \uc788\uc74c<\/li>\n<li>\uc138\uacc4 \uc9c0\uc2dd\uacfc \uc0c1\uc2dd \ucd94\ub860 \ub2a5\ub825\uc774 \ubd80\uc871\ud558\uc5ec \uc2ec\uce35\uc801\uc778 \uc774\ud574\uc5d0 \ud55c\uacc4 \uc874\uc7ac<\/li>\n<\/ul>\n<\/li>\n<li>\uc77c\uad00\uc131 \ubb38\uc81c\n<ul>\n<li>\ub3d9\uc77c\ud55c \uc785\ub825\uc5d0 \ub300\ud574 \uc77c\uad00\ub41c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\uc9c0 \uc54a\uc744 \uc218 \uc788\uc74c<\/li>\n<li>\ubaa8\ub378\uc758 \ud655\ub960\uc801 \ud2b9\uc131\uc0c1 \uc0dd\uc131 \uacb0\uacfc\uac00 \ub9e4\ubc88 \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc5b4 \uc2e0\ub8b0\uc131 \uc800\ud558<\/li>\n<\/ul>\n<\/li>\n<li>\uc724\ub9ac\uc801 \ubb38\uc81c\n<ul>\n<li>\uc545\uc6a9 \uac00\ub2a5\uc131\uc774 \uc874\uc7ac\ud558\uba70, \ucc45\uc784 \uc18c\uc7ac \ud30c\uc545\uc774 \uc5b4\ub824\uc6b8 \uc218 \uc788\uc74c<\/li>\n<li>\ubaa8\ub378\uc758 \ucd9c\ub825 \uacb0\uacfc\uc5d0 \ub300\ud55c \ud1b5\uc81c\uc640 \uac80\uc99d \uccb4\uacc4 \ub9c8\ub828 \ud544\uc694<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2>RAG\ub294 LLM\uc758 \ub2e8\uc810 \uc911 \ubb34\uc5c7\uc744 \uac1c\uc120\ud558\ub294\uac00?<\/h2>\n<p>RAG(Retrieval-Augmented Generation)\ub294 LLM\uc758 \ub2e8\uc810 \uc911 \u2018\uc0ac\uc2e4 \uad00\uacc4 \uc624\ub958 \uac00\ub2a5\uc131\u2019\uacfc \u2018\ub9e5\ub77d \uc774\ud574\uc758 \ud55c\uacc4\u2019\ub97c \uac1c\uc120\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucd98 \ubc29\ubc95\uc785\ub2c8\ub2e4. RAG\ub294 LLM\uc5d0 \uc678\ubd80 \uc9c0\uc2dd \ubca0\uc774\uc2a4\ub97c \uc5f0\uacb0\ud558\uc5ec \ubaa8\ub378\uc758 \uc0dd\uc131 \ub2a5\ub825\uacfc \uc0ac\uc2e4 \uad00\uacc4 \ud30c\uc545 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uae30\uc220\uc785\ub2c8\ub2e4.<\/p>\n<p>\uad6c\uccb4\uc801\uc73c\ub85c RAG\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\uc2dd\uc73c\ub85c LLM\uc758 \ud55c\uacc4\ub97c \ubcf4\uc644\ud569\ub2c8\ub2e4:<\/p>\n<ol>\n<li>\uc678\ubd80 \uc9c0\uc2dd \ud65c\uc6a9\n<ul>\n<li>\ub300\uaddc\ubaa8\uc758 \uad6c\uc870\ud654\ub41c \uc9c0\uc2dd \ubca0\uc774\uc2a4(\uc608: \uc704\ud0a4\ud53c\ub514\uc544)\ub97c \ubaa8\ub378\uc5d0 \uc5f0\uacb0<\/li>\n<li>\uc8fc\uc5b4\uc9c4 \uc9c8\uc758\uc5d0 \ub300\ud55c \uad00\ub828 \uc815\ubcf4\ub97c \uc9c0\uc2dd \ubca0\uc774\uc2a4\uc5d0\uc11c \uac80\uc0c9 \ubc0f \ucd94\ucd9c<\/li>\n<\/ul>\n<\/li>\n<li>\uc99d\uac70 \uae30\ubc18 \uc0dd\uc131\n<ul>\n<li>\uac80\uc0c9\ub41c \uc9c0\uc2dd \uc815\ubcf4\ub97c \uc99d\uac70\ub85c \ud65c\uc6a9\ud558\uc5ec \ubcf4\ub2e4 \uc0ac\uc2e4\uc5d0 \uae30\ubc18\ud55c \ub2f5\ubcc0 \uc0dd\uc131<\/li>\n<li>\uc0dd\uc131\ub41c \ub2f5\ubcc0\uc758 \ucd9c\ucc98\ub97c \uba85\uc2dc\ud568\uc73c\ub85c\uc368 \uc2e0\ub8b0\uc131 \ud5a5\uc0c1<\/li>\n<\/ul>\n<\/li>\n<li>\ub9e5\ub77d \uc774\ud574\ub825 \ud5a5\uc0c1\n<ul>\n<li>\uc678\ubd80 \uc9c0\uc2dd\uc744 \ud1b5\ud574 \uc9c8\uc758\uc5d0 \ub300\ud55c \ubc30\uacbd \uc9c0\uc2dd\uacfc \ub9e5\ub77d \uc815\ubcf4\ub97c \ud30c\uc545<\/li>\n<li>\ub2e8\uc21c\ud55c \ud328\ud134 \ub9e4\uce6d\uc774 \uc544\ub2cc \ucd94\ub860 \ub2a5\ub825\uc744 \ubc14\ud0d5\uc73c\ub85c \ud55c \ub2f5\ubcc0 \uc0dd\uc131<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>RAG\ub294 \uae30\uc874 LLM\uc758 \uc0dd\uc131 \ub2a5\ub825\uacfc \uc678\ubd80 \uc9c0\uc2dd \ubca0\uc774\uc2a4\uc758 \uc815\ubcf4\ub97c \uacb0\ud569\ud568\uc73c\ub85c\uc368, \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \uc0ac\uc2e4\uc5d0 \uae30\ubc18\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ubaa8\ub378\uc758 \ucd9c\ub825 \uacb0\uacfc\uc5d0 \ub300\ud55c \uc99d\uac70\ub97c \uc81c\uc2dc\ud560 \uc218 \uc788\uc5b4 \uc124\uba85 \uac00\ub2a5\uc131\uacfc \uc2e0\ub8b0\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>RAG \uae30\uc220\uc740 \uc9c8\uc758\uc751\ub2f5, \uc815\ubcf4 \uac80\uc0c9, \ud329\ud2b8 \uccb4\ud0b9 \ub4f1\uc758 \ud0dc\uc2a4\ud06c\uc5d0\uc11c \ud65c\ubc1c\ud788 \uc5f0\uad6c\ub418\uace0 \uc788\uc73c\uba70, \uad6c\uae00\uc758&nbsp;<a href=\"https:\/\/moon-walker.medium.com\/%EB%A6%AC%EB%B7%B0-chatgpt%EC%9D%98-%EA%B2%BD%EC%9F%81%EC%9E%90-%EA%B5%AC%EA%B8%80%EC%9D%98-lamda-language-models-for-dialog-applications-767a4fb0edf\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"https:\/\/moon-walker.medium.com\/%EB%A6%AC%EB%B7%B0-chatgpt%EC%9D%98-%EA%B2%BD%EC%9F%81%EC%9E%90-%EA%B5%AC%EA%B8%80%EC%9D%98-lamda-language-models-for-dialog-applications-767a4fb0edf\">LaMDA<\/a>, OpenAI\uc758&nbsp;<a href=\"https:\/\/velog.io\/@nawnoes\/WebGPT-Browser-assisted-question-answering-with-human-feedback\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"https:\/\/velog.io\/@nawnoes\/WebGPT-Browser-assisted-question-answering-with-human-feedback\">WebGPT<\/a>&nbsp;\ub4f1 \ucd5c\uc2e0 LLM\uc5d0\ub3c4 \uc801\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\ub9cc RAG \ubaa8\ub378\uc758 \uc131\ub2a5\uc740 \uc5f0\uacb0\ub41c \uc9c0\uc2dd \ubca0\uc774\uc2a4\uc758 \ud488\uc9c8\uacfc \ucee4\ubc84\ub9ac\uc9c0\uc5d0 \ud06c\uac8c \uc758\uc874\ud558\ubbc0\ub85c, \uace0\ud488\uc9c8\uc758 \uc9c0\uc2dd \ubca0\uc774\uc2a4 \uad6c\ucd95\uc774 \uc911\uc694\ud55c \uacfc\uc81c\ub85c \ub0a8\uc544 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<br \/>\n<img decoding=\"async\" src=\"https:\/\/modulabs.co.kr\/wp-content\/uploads\/2024\/05\/RAG-02-980x980.png\"><\/p>\n<h2>&nbsp;<\/h2>\n<h2>RAG\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n<p>RAG(Retrieval-Augmented Generation)\ub294 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uae30 \uc704\ud574 \uc81c\uc548\ub41c \uc0c8\ub85c\uc6b4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\uc220\uc785\ub2c8\ub2e4. LLM\uc740 \ubc29\ub300\ud55c \uc591\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc0ac\uc804 \ud559\uc2b5\ud558\uc5ec \uac15\ub825\ud55c \uc5b8\uc5b4 \uc774\ud574 \ubc0f \uc0dd\uc131 \ub2a5\ub825\uc744 \uac16\ucd94\uace0 \uc788\uc9c0\ub9cc, \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \uc5c6\ub294 \ucd5c\uc2e0 \uc815\ubcf4\ub098 \ud2b9\uc815 \ub3c4\uba54\uc778 \uc9c0\uc2dd\uc740 \uc81c\uacf5\ud558\uae30 \uc5b4\ub835\ub2e4\ub294 \ub2e8\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>RAG\ub294 \uc774\ub7ec\ud55c LLM\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uae30 \uc704\ud574 \u2018\uc9c0\uc2dd \uac80\uc0c9\u2019\uacfc \u2018\uc5b8\uc5b4 \uc0dd\uc131\u2019\uc744 \uacb0\ud569\ud55c \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. RAG\uc758 \uae30\ubcf8 \uc544\uc774\ub514\uc5b4\ub294 \uc9c8\ubb38\uc5d0 \ub2f5\ud558\uae30 \uc704\ud574 \ud544\uc694\ud55c \uc9c0\uc2dd\uc744 \uc678\ubd80 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\uc11c \uac80\uc0c9\ud558\uc5ec \ud65c\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h3>RAG\uc758 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c<\/h3>\n<ol>\n<li>\uc9c8\uc758 \uc778\ucf54\ub354(Query Encoder): \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc744 \uc774\ud574\ud558\uae30 \uc704\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc8fc\uc5b4\uc9c4 \uc9c8\ubb38\uc744 \ubca1\ud130 \ud615\ud0dc\ub85c \uc778\ucf54\ub529\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc9c0\uc2dd \uac80\uc0c9\uae30(Knowledge Retriever): \uc778\ucf54\ub529\ub41c \uc9c8\ubb38\uc744 \ubc14\ud0d5\uc73c\ub85c \uc678\ubd80 \uc9c0\uc2dd \ubca0\uc774\uc2a4\uc5d0\uc11c \uad00\ub828 \uc815\ubcf4\ub97c \uac80\uc0c9\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 Wikipedia, \ub274\uc2a4 \uae30\uc0ac, \uc804\ubb38 \uc11c\uc801 \ub4f1 \ubc29\ub300\ud55c \ubb38\uc11c \uc9d1\ud569\uc5d0\uc11c \uc9c8\ubb38\uacfc \uc5f0\uad00\ub41c \ubb38\ub2e8\uc774\ub098 \uad6c\uc808\uc744 \ucc3e\uc544\ub0c5\ub2c8\ub2e4.<\/li>\n<li>\uc9c0\uc2dd \uc99d\uac15 \uc0dd\uc131\uae30(Knowledge-Augmented Generator): \uac80\uc0c9\ub41c \uc9c0\uc2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\ub294 \uc5b8\uc5b4 \ubaa8\ub378\uc785\ub2c8\ub2e4. \uae30\uc874\uc758 LLM\uacfc \uc720\uc0ac\ud558\uc9c0\ub9cc, \uac80\uc0c9\ub41c \uc9c0\uc2dd\uc744 \ucd94\uac00 \uc785\ub825\uc73c\ub85c \ubc1b\uc544 \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \ud48d\ubd80\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h3>RAG\uc758 \ub3d9\uc791 \uacfc\uc815 \uc694\uc57d<\/h3>\n<ol>\n<li>\uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc774 \uc8fc\uc5b4\uc9c0\uba74 \uc9c8\uc758 \uc778\ucf54\ub354\uac00 \uc774\ub97c \uc774\ud574\ud558\uae30 \uc26c\uc6b4 \ud615\ud0dc\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc9c0\uc2dd \uac80\uc0c9\uae30\uac00 \uc778\ucf54\ub529\ub41c \uc9c8\ubb38\uc744 \ubc14\ud0d5\uc73c\ub85c \uc678\ubd80 \uc9c0\uc2dd \ubca0\uc774\uc2a4\uc5d0\uc11c \uad00\ub828 \uc815\ubcf4\ub97c \uac80\uc0c9\ud569\ub2c8\ub2e4.<\/li>\n<li>\uac80\uc0c9\ub41c \uc9c0\uc2dd\uc740 \uc9c0\uc2dd \uc99d\uac15 \uc0dd\uc131\uae30\uc758 \uc785\ub825\uc73c\ub85c \uc804\ub2ec\ub429\ub2c8\ub2e4.<\/li>\n<li>\uc9c0\uc2dd \uc99d\uac15 \uc0dd\uc131\uae30\ub294 \uac80\uc0c9\ub41c \uc9c0\uc2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uc0ac\uc6a9\uc790 \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<p>RAG\ub294 LLM\uc758 \uac15\ub825\ud55c \uc5b8\uc5b4 \uc774\ud574 \ubc0f \uc0dd\uc131 \ub2a5\ub825\uacfc \uc678\ubd80 \uc9c0\uc2dd \ud65c\uc6a9\uc744 \uacb0\ud569\ud568\uc73c\ub85c\uc368, \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \ud48d\ubd80\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ucd5c\uc2e0 \uc815\ubcf4\ub098 \ud2b9\uc815 \ub3c4\uba54\uc778 \uc9c0\uc2dd\uc774 \ud544\uc694\ud55c \uc9c8\ubb38\uc5d0 \ud6a8\uacfc\uc801\uc73c\ub85c \ub300\uc751\ud560 \uc218 \uc788\ub2e4\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>RAG\uc758 \ub4f1\uc7a5 \ubc30\uacbd\uacfc \ud544\uc694\uc131<\/h2>\n<p>RAG\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc758 \ubc1c\uc804, \uadf8\ub9ac\uace0 \uc99d\uac00\ud558\ub294 \uc0ac\uc6a9\uc790\uc758 \uc694\uad6c\uc5d0 \ub530\ub77c \ub4f1\uc7a5\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. RAG\uc758 \ub4f1\uc7a5 \ubc30\uacbd\uacfc \ud544\uc694\uc131\uc744 \ub2e4\uc74c\uacfc \uac19\uc774 \uc815\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ol>\n<li>\uc9c0\uc2dd \uae30\ubc18 \uc9c8\uc758\uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc758 \ud55c\uacc4\n<ul>\n<li>\ucd08\uae30\uc758 \uc9c8\uc758\uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc740 \uc8fc\ub85c \uc81c\ud55c\ub41c \ub3c4\uba54\uc778\uc758 \uad6c\uc870\ud654\ub41c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ub3d9\uc791\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc2dc\uc2a4\ud15c\uc774 \ub2e4\ub8f0 \uc218 \uc788\ub294 \uc8fc\uc81c\uc640 \uc9c8\ubb38\uc758 \uc720\ud615\uc774 \ud55c\uc815\uc801\uc774\ub77c\ub294 \ubb38\uc81c\uac00 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc0ac\uc6a9\uc790\uc758 \ub2e4\uc591\ud55c \uc815\ubcf4 \uc694\uad6c\ub97c \ucda9\uc871\uc2dc\ud0a4\uae30 \uc704\ud574\uc11c\ub294 \ubcf4\ub2e4 \uad11\ubc94\uc704\ud55c \uc9c0\uc2dd\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c\uc774 \ud544\uc694\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<li>\ube44\uc815\ud615 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \ud3ed\ubc1c\uc801 \uc99d\uac00\n<ul>\n<li>\uc778\ud130\ub137\uc758 \ubc1c\ub2ec\uacfc \ub514\uc9c0\ud138 \uae30\uae30\uc758 \ubcf4\uae09\uc73c\ub85c \uc6f9\ud398\uc774\uc9c0, \ub274\uc2a4 \uae30\uc0ac, \uc18c\uc15c \ubbf8\ub514\uc5b4 \uac8c\uc2dc\ubb3c \ub4f1 \ube44\uc815\ud615 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uac00 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc774\ub7ec\ud55c \ub300\uaddc\ubaa8 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub294 \ubc29\ub300\ud55c \uc9c0\uc2dd\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc5b4, \uc9c8\uc758\uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc758 \uc9c0\uc2dd \ubca0\uc774\uc2a4\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \uc7a0\uc7ac\ub825\uc774 \ub192\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uadf8\ub7ec\ub098 \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\uace0 \ud65c\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uae30\uc874\uacfc\ub294 \ub2e4\ub978 \uc811\uadfc \ubc29\uc2dd\uc774 \ud544\uc694\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<li>\uc0ac\uc804 \ud559\uc2b5\ub41c \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ubc1c\uc804\n<ul>\n<li>BERT, GPT \ub4f1 \uc0ac\uc804 \ud559\uc2b5\ub41c \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ub4f1\uc7a5\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0 \ud070 \ubcc0\ud654\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc774\ub7ec\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc740 \ubc29\ub300\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub85c\ubd80\ud130 \uc5b8\uc5b4\uc758 \uad6c\uc870\uc640 \uc758\ubbf8\ub97c \ud559\uc2b5\ud558\uc5ec, \ub2e4\uc591\ud55c \uc5b8\uc5b4 \uc774\ud574 \ubc0f \uc0dd\uc131 \ud0dc\uc2a4\ud06c\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc0ac\uc804 \ud559\uc2b5\ub41c \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc9c8\uc758\uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc5d0 \ud65c\uc6a9\ud568\uc73c\ub85c\uc368, \ubcf4\ub2e4 \uc790\uc5f0\uc2a4\ub7fd\uace0 \ubb38\ub9e5\uc744 \uace0\ub824\ud55c \ub2f5\ubcc0 \uc0dd\uc131\uc774 \uac00\ub2a5\ud574\uc84c\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<li>\uc2e4\uc2dc\uac04 \uc815\ubcf4 \uc81c\uacf5\uc5d0 \ub300\ud55c \uc0ac\uc6a9\uc790\uc758 \uc694\uad6c \uc99d\ub300\n<ul>\n<li>\uc778\ud130\ub137\uacfc \ubaa8\ubc14\uc77c \uae30\uae30\uc758 \ubc1c\ub2ec\ub85c \uc0ac\uc6a9\uc790\ub4e4\uc740 \uc5b8\uc81c \uc5b4\ub514\uc11c\ub098 \ud544\uc694\ud55c \uc815\ubcf4\ub97c \uc989\uc2dc \uc5bb\uace0\uc790 \ud558\ub294 \uc694\uad6c\uac00 \ucee4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\ub2e8\uc21c\ud788 \uc815\ubcf4\ub97c \uac80\uc0c9\ud558\ub294 \uac83\uc744 \ub118\uc5b4, \ub300\ud654\ud615 \uc778\ud130\ud398\uc774\uc2a4\ub97c \ud1b5\ud574 \uc6d0\ud558\ub294 \uc815\ubcf4\ub97c \uc9c1\uad00\uc801\uc73c\ub85c \uc5bb\uace0\uc790 \ud558\ub294 \uc0ac\uc6a9\uc790\uac00 \ub298\uc5b4\ub0ac\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc774\uc5d0 \ub530\ub77c \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc744 \uc774\ud574\ud558\uace0 \uc801\uc808\ud55c \ub2f5\ubcc0\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc81c\uacf5\ud560 \uc218 \uc788\ub294 \uc9c0\ub2a5\ud615 \uc9c8\uc758\uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc758 \ud544\uc694\uc131\uc774 \ub300\ub450\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<li>\uc9c0\uc2dd \uac80\uc0c9\uacfc \ub2f5\ubcc0 \uc0dd\uc131\uc758 \ud1b5\ud569 \ud544\uc694\uc131\n<ul>\n<li>\uae30\uc874\uc758 \uc9c8\uc758\uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc740 \uc9c0\uc2dd \uac80\uc0c9\uacfc \ub2f5\ubcc0 \uc0dd\uc131\uc744 \ubcc4\ub3c4\uc758 \ub2e8\uacc4\ub85c \ucc98\ub9ac\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc558\uc2b5\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \uac80\uc0c9\ub41c \uc815\ubcf4\uc640 \uc0dd\uc131\ub41c \ub2f5\ubcc0 \uc0ac\uc774\uc758 \uc815\ud569\uc131\uc774 \ub5a8\uc5b4\uc9c0\ub294 \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc9c0\uc2dd \uac80\uc0c9\uacfc \ub2f5\ubcc0 \uc0dd\uc131\uc744 \ud1b5\ud569\uc801\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\ub294 \ud504\ub808\uc784\uc6cc\ud06c\uc758 \ud544\uc694\uc131\uc774 \uc81c\uae30\ub418\uc5c8\uace0, \uc774\ub294 RAG \uc544\ud0a4\ud14d\ucc98\uc758 \ub4f1\uc7a5\uc73c\ub85c \uc774\uc5b4\uc84c\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\uc774\ub7ec\ud55c \ubc30\uacbd\uacfc \ud544\uc694\uc131 \uc18d\uc5d0\uc11c RAG\ub294 \ub300\uaddc\ubaa8 \ube44\uc815\ud615 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uace0, \uc0ac\uc804 \ud559\uc2b5\ub41c \uc5b8\uc5b4 \ubaa8\ub378\uacfc \ud1b5\ud569 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ud1b5\ud574 \ubcf4\ub2e4 \uc9c4\ubcf4\ub41c \ud615\ud0dc\uc758 \uc9c8\uc758\uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud558\uace0\uc790 \ud569\ub2c8\ub2e4. RAG\ub294 \uc0ac\uc6a9\uc790\uc758 \ub2e4\uc591\ud55c \uc815\ubcf4 \uc694\uad6c\ub97c \ub9cc\uc871\uc2dc\ud0a4\uace0, \uc778\uac04\uacfc \uc790\uc5f0\uc2a4\ub7fd\uac8c \uc0c1\ud638\uc791\uc6a9\ud560 \uc218 \uc788\ub294 \uc9c0\ub2a5\ud615 \ub300\ud654 \uc2dc\uc2a4\ud15c\uc758 \ubc1c\uc804\uc5d0 \uae30\uc5ec\ud560 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<h2>RAG \uae30\uc220\uc744 \uc801\uc6a9\ud55c \uc0c1\uc6a9 \uc11c\ube44\uc2a4 \uc0ac\ub840<\/h2>\n<p>RAG \uae30\uc220\uc744 \uc801\uc6a9\ud55c \uc0c1\uc6a9 \uc11c\ube44\uc2a4\ub294 \uc544\uc9c1 \ub9ce\uc9c0 \uc54a\uc9c0\ub9cc, \uba87\uba87 \ub300\ud45c\uc801\uc778 \uc0ac\ub840\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ol>\n<li>Microsoft Bing Search\n<ul>\n<li>2023\ub144 2\uc6d4, Microsoft\ub294 Bing \uac80\uc0c9 \uc5d4\uc9c4\uc5d0 RAG \uae30\uc220\uc744 \uc801\uc6a9\ud55c \ub300\ud654\ud615 AI \uae30\ub2a5\uc744 \ucd94\uac00\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc0ac\uc6a9\uc790\uc758 \uac80\uc0c9 \uc9c8\uc758\uc5d0 \ub300\ud574 \uc6f9 \ud398\uc774\uc9c0\uc758 \uc815\ubcf4\ub97c \ud65c\uc6a9\ud558\uc5ec \uc790\uc5f0\uc5b4\ub85c \uc751\ub2f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc81c\uacf5\ub41c \uc751\ub2f5\uc758 \uadfc\uac70\uac00 \ub418\ub294 \uc6f9 \ud398\uc774\uc9c0 \ub9c1\ud06c\ub97c \ud568\uaed8 \uc81c\uc2dc\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<li>Anthropic\u2019s Constitutional AI (CAI)\n<ul>\n<li>Anthropic\uc0ac\ub294 RAG \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \ub300\ud654\ud615 AI \ubaa8\ub378\uc778 CAI\ub97c \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li>CAI\ub294 \ub300\ud654 \uacfc\uc815\uc5d0\uc11c \uc678\ubd80 \uc9c0\uc2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc5d0 \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc0dd\uc131\ub41c \uc751\ub2f5\uc758 \uadfc\uac70\uac00 \ub418\ub294 \ucd9c\ucc98\ub97c \uba85\uc2dc\ud558\uc5ec \uc2e0\ub8b0\uc131\uc744 \ub192\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<li>Perplexity AI\n<ul>\n<li>Perplexity AI\ub294 RAG \uae30\ubc18\uc758 \uc9c8\uc758\uc751\ub2f5 \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\ub294 \uc2a4\ud0c0\ud2b8\uc5c5\uc785\ub2c8\ub2e4.<\/li>\n<li>\uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc5d0 \ub300\ud574 \uc6f9 \uac80\uc0c9\uc744 \ud1b5\ud574 \uad00\ub828 \uc815\ubcf4\ub97c \uc218\uc9d1\ud558\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc751\ub2f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc81c\uacf5\ub41c \uc751\ub2f5\uc758 \ucd9c\ucc98\uc640 \uac80\uc0c9 \uacfc\uc815\uc744 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ud22c\uba85\ud558\uac8c \uacf5\uac1c\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<li>OpenAI\u2019s WebGPT (in development)\n<ul>\n<li>OpenAI\ub294 GPT \ubaa8\ub378\uc5d0 RAG \uae30\uc220\uc744 \uc801\uc6a9\ud55c WebGPT\ub97c \uac1c\ubc1c \uc911\uc785\ub2c8\ub2e4.<\/li>\n<li>WebGPT\ub294 \uc6f9 \uac80\uc0c9\uc744 \ud1b5\ud574 \ud68d\ub4dd\ud55c \uc9c0\uc2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uc0ac\uc6a9\uc790\uc758 \uc9c8\uc758\uc5d0 \ub300\ud55c \uc751\ub2f5\uc744 \uc0dd\uc131\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4.<\/li>\n<li>\uc544\uc9c1 \uacf5\uac1c\ub41c \uc11c\ube44\uc2a4\ub294 \uc544\ub2c8\uc9c0\ub9cc, \ud5a5\ud6c4 RAG \uae30\uc220\uc758 \ubc1c\uc804 \ubc29\ud5a5\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uc0ac\ub840\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\uc704\uc758 \uc0ac\ub840\ub4e4\uc740 RAG \uae30\uc220\uc758 \ucd08\uae30 \uc801\uc6a9 \ub2e8\uacc4\ub77c\uace0 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. RAG\uc758 \uc7a0\uc7ac\ub825\uc774 \uc785\uc99d\ub428\uc5d0 \ub530\ub77c \uc55e\uc73c\ub85c \ub354 \ub9ce\uc740 \ubd84\uc57c\uc5d0\uc11c RAG \uae30\ubc18\uc758 \uc11c\ube44\uc2a4\ub4e4\uc774 \ub4f1\uc7a5\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \ud2b9\ud788 \uac80\uc0c9 \uc5d4\uc9c4, \uac00\uc0c1 \uc5b4\uc2dc\uc2a4\ud134\ud2b8, \uace0\uac1d \uc11c\ube44\uc2a4 \ub4f1\uc758 \ubd84\uc57c\uc5d0\uc11c RAG \uae30\uc220\uc774 \ud65c\ubc1c\ud788 \ub3c4\uc785\ub420 \uac83\uc73c\ub85c \ubcf4\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\ub9cc RAG \uae30\uc220\uc758 \uc0c1\uc6a9\ud654\ub97c \uc704\ud574\uc11c\ub294 \uc9c0\uc2dd \ubca0\uc774\uc2a4\uc758 \ud488\uc9c8 \uad00\ub9ac, \ud504\ub77c\uc774\ubc84\uc2dc \ubcf4\ud638, \ucc45\uc784 \uc18c\uc7ac \ub4f1\uc758 \uc774\uc288\ub4e4\uc774 \uc120\uacb0\ub418\uc5b4\uc57c \ud560 \uac83\uc785\ub2c8\ub2e4. \uae30\uc220\uc801 \uc9c4\ubcf4\uc640 \ud568\uaed8 \uc0ac\ud68c\uc801, \uc724\ub9ac\uc801 \ubb38\uc81c\uc5d0 \ub300\ud55c \uace0\ubbfc\uc774 \ubcd1\ud589\ub418\uc5b4\uc57c RAG\uac00 \uc2e4\uc0dd\ud65c\uc5d0 \uc548\uc804\ud558\uac8c \uc801\uc6a9\ub420 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ucc38\uace0 \uc790\ub8cc<\/p>\n<ul>\n<li>\n<ul>\n<li><a href=\"https:\/\/brunch.co.kr\/@ywkim36\/146\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"https:\/\/brunch.co.kr\/@ywkim36\/146\">10\ubd84 \ub9cc\uc5d0 RAG \uc774\ud574\ud558\uae30<\/a><\/li>\n<li><a href=\"https:\/\/www.skelterlabs.com\/blog\/2024-year-of-the-rag\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"https:\/\/www.skelterlabs.com\/blog\/2024-year-of-the-rag\">RAG\uac00 \uc8fc\ubaa9 \ubc1b\ub294 \uc774\uc720\uc640 \ubbf8\ub798 \ub3d9\ud5a5<\/a><\/li>\n<li><a href=\"https:\/\/techscene.tistory.com\/entry\/RAG%EC%99%80-LLM-%EA%B2%B0%ED%95%A9-%EC%9E%90%EC%97%B0%EC%96%B4-%EC%B2%98%EB%A6%AC%EC%9D%98-%EC%83%88%EB%A1%9C%EC%9A%B4-%EC%A7%80%ED%8F%89-Retrieval-Augmented-Generation\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"https:\/\/techscene.tistory.com\/entry\/RAG%EC%99%80-LLM-%EA%B2%B0%ED%95%A9-%EC%9E%90%EC%97%B0%EC%96%B4-%EC%B2%98%EB%A6%AC%EC%9D%98-%EC%83%88%EB%A1%9C%EC%9A%B4-%EC%A7%80%ED%8F%89-Retrieval-Augmented-Generation\">LAG\uc640 LLM\uc758 \uacb0\ud569 : \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc0c8\ub85c\uc6b4 \uc9c0\ud3c9<\/a><\/li>\n<li><a href=\"https:\/\/moon-walker.medium.com\/%EB%A6%AC%EB%B7%B0-chatgpt%EC%9D%98-%EA%B2%BD%EC%9F%81%EC%9E%90-%EA%B5%AC%EA%B8%80%EC%9D%98-lamda-language-models-for-dialog-applications-767a4fb0edf\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"https:\/\/moon-walker.medium.com\/%EB%A6%AC%EB%B7%B0-chatgpt%EC%9D%98-%EA%B2%BD%EC%9F%81%EC%9E%90-%EA%B5%AC%EA%B8%80%EC%9D%98-lamda-language-models-for-dialog-applications-767a4fb0edf\">\uad6c\uae00\uc758 LaMDA( Language Models for Dialog Applications)<\/a><\/li>\n<li><a href=\"https:\/\/velog.io\/@nawnoes\/WebGPT-Browser-assisted-question-answering-with-human-feedback\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"https:\/\/velog.io\/@nawnoes\/WebGPT-Browser-assisted-question-answering-with-human-feedback\">WebGPT: Browser-assisted question-answering with human feedback<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"et_pb_module et_pb_text et_pb_text_4 et_pb_text_align_left et_pb_bg_layout_light\">\n<div class=\"et_pb_text_inner\">\n<div class=\"mlb-article-author\">\n<div class=\"mlb-article-author-bio\">\n<p class=\"mlb-article-author-bio-name-job\"><span class=\"mlb-article-author-bio-name\">\ubc15\uc131\ub3c8<\/span>&nbsp;<span class=\"mlb-article-author-bio-job\">\ubaa8\ub450\uc758\uc5f0\uad6c\uc18c\/\uc544\uc774\ud3a0 \ucea0\ud37c\uc2a4\ud300<\/span><\/p>\n<p class=\"mlb-article-author-bio-desc\">\uc870\uc120\uc124\uacc4(\uc120\uccb4\uc0dd\uc0b0\uc124\uacc4) 24\ub144 \uacbd\ub825\uc744 \ub4a4\ub85c \ud558\uace0, \uc544\uc774\ud3a0 \ucea0\ud37c\uc2a4\ub97c \ud1b5\ud574 \uc778\uacf5\uc9c0\ub2a5\uc5d0 \uc785\ubb38\ud558\uac8c \ub418\uc5c8\uad6c\uc694~ ^)^<br \/>\n&#8220;\ud37c\uc2e4\ub9ac\ud14c\uc774\ud130\uc758 \uc5ed\ud560\uacfc \uac00\uce58\ub97c \ub098\ub204\uace0 \ud568\uaed8 \uc131\uc7a5\ud558\uace0\uc790 \ud558\ub294 \ubaa8\ub450\uc758\uc5f0\uad6c\uc18c\uc758 \uae30\uc5c5\ubb38\ud654&#8221;\uc5d0 \ub9e4\ub8cc\ub418\uc5b4 \ud37c\uc2e4\uc744<br \/>\n\uc9c0\uc6d0\ud558\uc5ec \ubaa8\ub450\ud338(\uc9c1\uc6d0)\uc73c\ub85c\uc11c \uc0c8\ub85c\uc6b4 \ucee4\ub9ac\uc5b4\ub97c \uc313\uc544\uac00\uace0 \uc788\ub294 \uc911\uc785\ub2c8\ub2e4.<br \/>\n\uc544\uc774\ud3a0 \ucea0\ud37c\uc2a4 \uc6b4\uc601\ub9e4\ub2c8\uc800\ub97c \uac70\uccd0 \ud604\uc7ac\ub294 \uc624\ub984Biz\ud300\uc5d0\uc11c \uc0c8\ub85c\uc6b4 \uc5ed\ub7c9\uc744 \ud0a4\uc6cc\uac00\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubc18\uac11\uc2b5\ub2c8\ub2e4~ ^_____^<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>[\ucd9c\ucc98]&nbsp;https:\/\/modulabs.co.kr\/blog\/retrieval-augmented-generation\/<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_10897\" class=\"pvc_stats all  \" data-element-id=\"10897\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"far\" data-icon=\"chart-bar\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" class=\"svg-inline--fa fa-chart-bar fa-w-16 fa-2x\"><path fill=\"currentColor\" d=\"M396.8 352h22.4c6.4 0 12.8-6.4 12.8-12.8V108.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v230.4c0 6.4 6.4 12.8 12.8 12.8zm-192 0h22.4c6.4 0 12.8-6.4 12.8-12.8V140.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v198.4c0 6.4 6.4 12.8 12.8 12.8zm96 0h22.4c6.4 0 12.8-6.4 12.8-12.8V204.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v134.4c0 6.4 6.4 12.8 12.8 12.8zM496 400H48V80c0-8.84-7.16-16-16-16H16C7.16 64 0 71.16 0 80v336c0 17.67 14.33 32 32 32h464c8.84 0 16-7.16 16-16v-16c0-8.84-7.16-16-16-16zm-387.2-48h22.4c6.4 0 12.8-6.4 12.8-12.8v-70.4c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v70.4c0 6.4 6.4 12.8 12.8 12.8z\" class=\"\"><\/path><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/www.stechstar.com\/user\/wordpress\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>[\uc778\uacf5\uc9c0\ub2a5 \uae30\uc220] RAG(\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131)\ub780? \u2013 LLM \ub2e8\uc810\uc744 \ubcf4\uc644\ud558\ub294 \uae30\uc220 RAG(\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131)\ub780? \u2013 LLM \ub2e8\uc810\uc744 \ubcf4\uc644\ud558\ub294 \uae30\uc220 LLM(Large Language Model)\uc758 \ub9ce\uc740 \uc7a5\uc810\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \ub2e8\uc810\uc744 \ubcf4\uc644\ud558\uae30 \uc704\ud55c RAG(\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131)\uc774 \ub9ce\uc740 \uad00\uc2ec\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. RAG\uc758 \uae30\ubcf8 \uac1c\ub150, \ub4f1\uc7a5 \ubc30\uacbd, \uc6d0\ub9ac, \uc801\uc6a9 \uc0ac\ub840 \ub4f1\uc744 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 2024-05-07 | \ubc15\uc131\ub3c8 \ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc758 \ubc1c\uc804\uc740 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc744 \uc77c\uc73c\ud0a4\uace0 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_10897\" class=\"pvc_stats all  \" data-element-id=\"10897\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"far\" data-icon=\"chart-bar\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" class=\"svg-inline--fa fa-chart-bar fa-w-16 fa-2x\"><path fill=\"currentColor\" d=\"M396.8 352h22.4c6.4 0 12.8-6.4 12.8-12.8V108.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v230.4c0 6.4 6.4 12.8 12.8 12.8zm-192 0h22.4c6.4 0 12.8-6.4 12.8-12.8V140.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v198.4c0 6.4 6.4 12.8 12.8 12.8zm96 0h22.4c6.4 0 12.8-6.4 12.8-12.8V204.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v134.4c0 6.4 6.4 12.8 12.8 12.8zM496 400H48V80c0-8.84-7.16-16-16-16H16C7.16 64 0 71.16 0 80v336c0 17.67 14.33 32 32 32h464c8.84 0 16-7.16 16-16v-16c0-8.84-7.16-16-16-16zm-387.2-48h22.4c6.4 0 12.8-6.4 12.8-12.8v-70.4c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v70.4c0 6.4 6.4 12.8 12.8 12.8z\" class=\"\"><\/path><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/www.stechstar.com\/user\/wordpress\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ngg_post_thumbnail":0,"footnotes":""},"categories":[16,24,20],"tags":[],"class_list":["post-10897","post","type-post","status-publish","format-standard","hentry","category-16","category-24","category-20"],"a3_pvc":{"activated":true,"total_views":21,"today_views":0},"_links":{"self":[{"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/posts\/10897","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/comments?post=10897"}],"version-history":[{"count":4,"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/posts\/10897\/revisions"}],"predecessor-version":[{"id":11758,"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/posts\/10897\/revisions\/11758"}],"wp:attachment":[{"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/media?parent=10897"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/categories?post=10897"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/tags?post=10897"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}