{"id":182,"date":"2025-02-24T12:39:41","date_gmt":"2025-02-24T03:39:41","guid":{"rendered":"https:\/\/www.deepplus.co.kr\/?p=182"},"modified":"2025-02-24T16:01:52","modified_gmt":"2025-02-24T07:01:52","slug":"raptor-recursive-abstractive-processing-for-tree-organized-retrieval-%ec%9d%b4%ed%95%b4%ed%95%98%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/www.deepplus.co.kr\/?p=182","title":{"rendered":"RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval \uc774\ud574\ud558\uae30"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">1. \ubb38\uc81c\uc758 \ubc30\uacbd<\/h2>\n\n\n\n<p>\uae30\uc874\uc758 \uac80\uc0c9 \uae30\ubc18 \uc5b8\uc5b4 \ubaa8\ub378(Retrieval-Augmented Language Models)\uc740 \ubcf4\ud1b5 \ubb38\uc11c\ub97c \uace0\uc815 \uae38\uc774\uc758 \uc9e7\uc740 \uccad\ud06c(\uc608: 100\ud1a0\ud070)\ub85c \ub098\ub208 \ud6c4, \uc774\ub4e4 \uc911 \uba87 \uac1c\ub9cc \uc120\ud0dd\ud574 LLM(\ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378)\uc5d0 \uc785\ub825\ud569\ub2c8\ub2e4.<br>\uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 \ubb38\uc11c \uc804\uccb4\uc758 \uad6c\uc870\ub098 \uc8fc\uc81c\uc758 \ud750\ub984, \uc5ec\ub7ec \ubd80\ubd84\uc5d0 \uac78\uce5c \uc5f0\uad00 \uc815\ubcf4\ub97c \ud3ec\ucc29\ud558\uae30 \uc5b4\ub835\ub2e4\ub294 \ud55c\uacc4\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae34 \uc774\uc57c\uae30\ub098 \ucc45 \uc804\uccb4\uc758 \ub9e5\ub77d\uc744 \uc774\ud574\ud574\uc57c \ud558\ub294 \uc9c8\ubb38\uc5d0 \ub300\ud574 \ub2e8\ud3b8\uc801\uc778 \uc815\ubcf4\ub9cc \uac00\uc838\uc628\ub2e4\uba74, \ucda9\ubd84\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\uae30 \uc5b4\ub835\uac8c \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2. RAPTOR\uc758 \ud575\uc2ec \uc544\uc774\ub514\uc5b4<\/h2>\n\n\n\n<p><strong>RAPTOR (Recursive Abstractive Processing for Tree-Organized Retrieval)<\/strong>\ub294 \ubb38\uc11c\ub97c \ub2e8\uc21c\ud55c \uccad\ud06c\uc758 \uc9d1\ud569\uc774 \uc544\ub2c8\ub77c, \uc5ec\ub7ec \uc218\uc900\uc758 \ucd94\uc0c1\ud654\ub97c \uac16\ub294 <strong>\ud2b8\ub9ac \uad6c\uc870<\/strong>\ub85c \uc7ac\uad6c\uc131\ud569\ub2c8\ub2e4.<br>\uc989, \ubb38\uc11c\ub97c \uc544\ub798\uc640 \uac19\uc740 \ub2e8\uacc4\ub85c \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\uccad\ud06c \ubd84\ud560<\/strong>\n<ul class=\"wp-block-list\">\n<li>\ubb38\uc11c\ub97c \ubb38\uc7a5\uc774 \uc911\uac04\uc5d0 \uc798\ub9ac\uc9c0 \uc54a\ub3c4\ub85d \uc8fc\uc758\ud558\uba74\uc11c \uc77c\uc815 \ud06c\uae30\uc758 \uccad\ud06c\ub85c \ub098\ub215\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\uc784\ubca0\ub529 \ubc0f \ud074\ub7ec\uc2a4\ud130\ub9c1<\/strong>\n<ul class=\"wp-block-list\">\n<li>\uac01 \uccad\ud06c\ub97c SBERT\uc640 \uac19\uc740 \uc784\ubca0\ub529 \ubaa8\ub378\ub85c \ubca1\ud130\ud654\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uace0\ucc28\uc6d0 \uc784\ubca0\ub529\uc758 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 UMAP(Uniform Manifold Approximation and Projection)\uc73c\ub85c \ucc28\uc6d0 \ucd95\uc18c \ud6c4, Gaussian Mixture Models (GMM)\uc744 \uc774\uc6a9\ud574 \uc18c\ud504\ud2b8 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc18c\ud504\ud2b8 \ud074\ub7ec\uc2a4\ud130\ub9c1<\/strong> \ub355\ubd84\uc5d0 \ud55c \uccad\ud06c\uac00 \uc5ec\ub7ec \uad70\uc9d1\uc5d0 \uc18d\ud560 \uc218 \uc788\uc5b4, \ubb38\uc11c\uc758 \ubcf5\ud569\uc801 \uc8fc\uc81c\ub97c \ubcf4\ub2e4 \uc720\uc5f0\ud558\uac8c \ubc18\uc601\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\ubaa8\ub378 \uae30\ubc18 \uc694\uc57d<\/strong>\n<ul class=\"wp-block-list\">\n<li>\ud074\ub7ec\uc2a4\ud130\uc5d0 \uc18d\ud55c \uccad\ud06c\ub4e4\uc744 LLM(\uc608: gpt-3.5-turbo)\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc694\uc57d\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc774 \uc694\uc57d\ubb38\uc740 \ud574\ub2f9 \ud074\ub7ec\uc2a4\ud130(\ub178\ub4dc)\uc758 \ub300\ud45c \ub0b4\uc6a9\uc774 \ub418\uba70, \uc0c1\uc704 \ub178\ub4dc\ub85c \uc62c\ub77c\uac00\uac8c \ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\uc7ac\uadc0\uc801 \uc801\uc6a9<\/strong>\n<ul class=\"wp-block-list\">\n<li>\uc704\uc758 \uacfc\uc815\uc744 \ubc18\ubcf5\ud558\uc5ec, \ud558\uc704 \uccad\ud06c\ub4e4\uc774 \ubaa8\uc5ec \uc0c1\uc704 \uc694\uc57d\uc744 \ud615\uc131\ud558\uace0, \ucd5c\uc885\uc801\uc73c\ub85c \ubb38\uc11c\ub97c \uc804\uccb4\uc801\uc73c\ub85c \ub300\ud45c\ud558\ub294 \ud2b8\ub9ac \uad6c\uc870\uac00 \uc644\uc131\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ud2b8\ub9ac\uc758 <strong>\ub9ac\ud504 \ub178\ub4dc<\/strong>\ub294 \uc6d0\ubb38 \uccad\ud06c\ub97c, <strong>\ubd80\ubaa8 \ub178\ub4dc<\/strong>\ub294 \uadf8 \uccad\ud06c\ub4e4\uc744 \uc694\uc57d\ud55c \uc815\ubcf4\ub97c \ub2f4\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">3. \uc9c8\uc758 \uc751\ub2f5 \uc2dc\uc758 \ud65c\uc6a9 \ubc29\uc2dd<\/h2>\n\n\n\n<p>\ubb38\uc11c \uc804\uccb4\ub97c \uacc4\uce35\uc801\uc73c\ub85c \uc694\uc57d\ud574 \ub193\uc740 \ud2b8\ub9ac\ub97c \uae30\ubc18\uc73c\ub85c, \uc0ac\uc6a9\uc790 \uc9c8\uc758\uc5d0 \ub300\ud574 \ub450 \uac00\uc9c0 \ubc29\uc2dd\uc73c\ub85c \uc815\ubcf4\ub97c \uac80\uc0c9\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u2460 \ud2b8\ub9ac \uc21c\ud68c \ubc29\uc2dd (Tree Traversal)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uacfc\uc815<\/strong>:\n<ol class=\"wp-block-list\">\n<li>\ud2b8\ub9ac\uc758 \ucd5c\uc0c1\uc704(\ub8e8\ud2b8) \ub178\ub4dc\ubd80\ud130 \uc2dc\uc791\ud574, \uac01 \ub178\ub4dc\uc640 \uc9c8\uc758\uc758 \ucf54\uc0ac\uc778 \uc720\uc0ac\ub3c4\ub97c \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uac00\uc7a5 \uc720\uc0ac\ub3c4\uac00 \ub192\uc740 \uc0c1\uc704 \ub178\ub4dc\ub4e4\uc744 \uc120\ud0dd\ud55c \ud6c4, \uadf8 \uc790\uc2dd \ub178\ub4dc\ub4e4\uc5d0\uc11c \ub2e4\uc2dc \ucf54\uc0ac\uc778 \uc720\uc0ac\ub3c4\uac00 \ub192\uc740 \ub178\ub4dc\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc774\ub7f0 \uc2dd\uc73c\ub85c \ud558\uc704 \ub808\ubca8\ub85c \ub0b4\ub824\uac00\uba74\uc11c \uc810\uc810 \uad6c\uccb4\uc801\uc778 \uc815\ubcf4\ub97c \ubaa8\uc74d\ub2c8\ub2e4.<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>\uc7a5\uc810<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\uc9c8\ubb38\uc5d0 \ub9de\ub294 \uc801\uc808\ud55c \ucd94\uc0c1\ud654 \uc218\uc900(\uc0c1\uc704 \uc8fc\uc81c\ubd80\ud130 \ud558\uc704 \uc138\ubd80\uc0ac\ud56d\uae4c\uc9c0)\uc744 \uc21c\ucc28\uc801\uc73c\ub85c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u2461 Collapsed Tree \ubc29\uc2dd<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uacfc\uc815<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\ud2b8\ub9ac\uc758 \ubaa8\ub4e0 \ub178\ub4dc\ub97c \ud558\ub098\uc758 \ud3c9\uba74(\ud50c\ub7ab)\uc73c\ub85c \ud3bc\uce5c \ud6c4, \uc804\uccb4 \ub178\ub4dc \uc911 \uc9c8\uc758\uc640\uc758 \ucf54\uc0ac\uc778 \uc720\uc0ac\ub3c4\uac00 \ub192\uc740 \uc21c\uc11c\ub85c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc120\ud0dd\ub41c \ub178\ub4dc\ub4e4\uc744 \uc774\uc5b4\ubd99\uc5ec \ucd5c\ub300 \ud1a0\ud070 \uc218\uc5d0 \ub9de\uac8c \uc815\ubcf4\ub97c \uad6c\uc131\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\uc7a5\uc810<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\ubaa8\ub4e0 \ub808\ubca8\uc758 \uc815\ubcf4\ub97c \ud55c \ubc88\uc5d0 \uace0\ub824\ud560 \uc218 \uc788\uc5b4, \ud2b9\ud788 \uc815\ubcf4\uc758 \uc138\ubd80 \uc870\uc815\uc774 \ud544\uc694\ud55c \uc9c8\ubb38\uc5d0 \ub354 \uc720\uc5f0\ud558\uac8c \ub300\uc751\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc2e4\uc81c \uc2e4\ud5d8\uc5d0\uc11c\ub294 \uc774 \ubc29\uc2dd\uc774 \ub354 \uc6b0\uc218\ud55c \uc131\ub2a5\uc744 \ubcf4\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">4. RAPTOR\uc758 \uc8fc\uc694 \uc7a5\uc810\uacfc \uc2e4\ud5d8 \uacb0\uacfc<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc885\ud569\uc801 \ubb38\ub9e5 \uc774\ud574<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\ub2e8\uc21c \uccad\ud06c \uae30\ubc18 \uac80\uc0c9\ubcf4\ub2e4 \ubb38\uc11c \uc804\uccb4\uc758 \uc8fc\uc81c \ubc0f \uc138\ubd80 \uc815\ubcf4\ub97c \ub3d9\uc2dc\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\ud6a8\uc728\uc131<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\ud2b8\ub9ac \uad6c\uc870 \uad6c\ucd95 \uacfc\uc815\uc740 \uc120\ud615 \uc2dc\uac04 \ubcf5\uc7a1\ub3c4\ub85c, \ub300\uc6a9\ub7c9 \ubb38\uc11c \ucc98\ub9ac\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\uc2e4\ud5d8 \uacb0\uacfc<\/strong>:\n<ul class=\"wp-block-list\">\n<li>NarrativeQA, QASPER, QuALITY\uc640 \uac19\uc740 \ub2e4\uc591\ud55c QA \ub370\uc774\ud130\uc14b\uc5d0\uc11c \uae30\uc874 retrieval \ubc29\uc2dd\ubcf4\ub2e4 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ud2b9\ud788, GPT-4\uc640 \ud568\uaed8 \uc0ac\uc6a9\ud560 \uacbd\uc6b0 QuALITY \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c \uc57d 20%\uc758 \uc131\ub2a5 \ud5a5\uc0c1\uc774 \ud655\uc778\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\ucd94\uac00 \uace0\ub824\uc0ac\ud56d<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\uc694\uc57d \uacfc\uc815\uc5d0\uc11c \uc57d 4% \uc815\ub3c4\uc758 \uacbd\ubbf8\ud55c \ud5c8\uc704 \uc815\ubcf4(hallucination)\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc73c\ub098, \uc0c1\uc704 \ub178\ub4dc\ub85c \uc9d1\uacc4\ub418\uba74\uc11c \uadf8 \uc601\ud5a5\uc740 \ud06c\uac8c \uc904\uc5b4\ub4ed\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">5. \ucd94\uac00 \ubc30\uacbd \ubc0f \uad00\ub828 \uc5f0\uad6c<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uae30\uc874 \ubc29\ubc95\uacfc\uc758 \ucc28\ubcc4\uc810<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\uc804\ud1b5\uc801\uc778 retrieval \ubc29\uc2dd\uc740 \ub2e8\uc21c\ud788 \ubb38\uc11c\uc758 \uc778\uc811\ud55c \uccad\ud06c\ub9cc\uc744 \uc0ac\uc6a9\ud574 \uc815\ubcf4 \uac80\uc0c9\uc744 \uc218\ud589\ud558\ub294 \ubc18\uba74, RAPTOR\ub294 \ubb38\uc11c\uc758 \uc5ec\ub7ec \ubd80\ubd84\uc5d0\uc11c \uba40\ub9ac \ub5a8\uc5b4\uc9c4 \uc5f0\uad00 \uc815\ubcf4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uadf8\ub8f9\ud654\ud558\uc5ec, \ubcf4\ub2e4 \ud3ec\uad04\uc801\uc774\uace0 \uacc4\uce35\uc801\uc778 \ubb38\ub9e5 \uc815\ubcf4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\uc720\uc0ac \uc5f0\uad6c<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\ucd5c\uadfc \uc5f0\uad6c\uc5d0\uc11c\ub294 \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378\uc5d0 retrieval augmentation\uc744 \uc801\uc6a9\ud574 \ucd5c\uc2e0 \uc815\ubcf4\uc640 \uae34 \ubb38\ub9e5\uc744 \ucc98\ub9ac\ud558\ub824\ub294 \uc2dc\ub3c4\uac00 \ub9ce\uc558\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>RAPTOR\ub294 \uc774\ub7f0 \ub178\ub825 \uc911 \ud558\ub098\ub85c, \ub2e8\uc21c \uccad\ud06c \uae30\ubc18 \uc811\uadfc \ubc29\uc2dd\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uace0, \ub2e4\ub2e8\uacc4 \ucd94\ub860\uc774 \ud544\uc694\ud55c \ubcf5\uc7a1\ud55c \uc9c8\ubb38\uc5d0 \ub300\ud574 \uc6b0\uc218\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\uacb0\ub860<\/h2>\n\n\n\n<p><strong>RAPTOR<\/strong>\ub294 \ubb38\uc11c\ub97c \ub2e8\uc21c\ud55c \uccad\ud06c\ub4e4\uc758 \ub098\uc5f4\uc774 \uc544\ub2c8\ub77c, \ub2e4\uc591\ud55c \ucd94\uc0c1\ud654 \uc218\uc900\uc744 \uac00\uc9c4 \ud2b8\ub9ac \uad6c\uc870\ub85c \uc7ac\uad6c\uc131\ud558\uc5ec, \uc9c8\ubb38\uc5d0 \ub9de\ub294 \uc801\uc808\ud55c \uc815\ubcf4(\uc0c1\uc704 \uc8fc\uc81c\ubd80\ud130 \uc138\ubd80\uc0ac\ud56d\uae4c\uc9c0)\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uac80\uc0c9\ud558\ub294 \ud601\uc2e0\uc801\uc778 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \uae34 \ubb38\uc11c\ub098 \ubcf5\uc7a1\ud55c \ud14d\uc2a4\ud2b8\ub97c \ub2e4\ub8f0 \ub54c, \uae30\uc874\uc758 retrieval \uae30\ubc95\ubcf4\ub2e4 \ud6e8\uc52c \ub354 \ud3ec\uad04\uc801\uc774\uace0 \uc815\uad50\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774\uc640 \uac19\uc774, RAPTOR\ub294 retrieval-augmented \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uace0, \ub2e4\ub2e8\uacc4 \ucd94\ub860 \ubc0f \ubcf5\uc7a1\ud55c \uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uc911\uc694\ud55c \uc9c4\uc804\uc744 \uc774\ub8e8\uace0 \uc788\ub2e4\uace0 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><a href=\"https:\/\/arxiv.org\/pdf\/2401.18059\">https:\/\/arxiv.org\/pdf\/2401.18059<\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \ubb38\uc81c\uc758 \ubc30\uacbd \uae30\uc874\uc758 \uac80\uc0c9 \uae30\ubc18 \uc5b8\uc5b4 \ubaa8\ub378(Retrieval-Augmented Language Models)\uc740 \ubcf4\ud1b5 \ubb38\uc11c\ub97c \uace0\uc815 \uae38\uc774\uc758 \uc9e7\uc740 \uccad\ud06c(\uc608: 100\ud1a0\ud070)\ub85c \ub098\ub208 \ud6c4, \uc774\ub4e4 \uc911 \uba87 \uac1c\ub9cc \uc120\ud0dd\ud574 LLM(\ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378)\uc5d0 \uc785\ub825\ud569\ub2c8\ub2e4.\uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 \ubb38\uc11c \uc804\uccb4\uc758 \uad6c\uc870\ub098 \uc8fc\uc81c\uc758 \ud750\ub984, \uc5ec\ub7ec \ubd80\ubd84\uc5d0 \uac78\uce5c \uc5f0\uad00 \uc815\ubcf4\ub97c \ud3ec\ucc29\ud558\uae30 \uc5b4\ub835\ub2e4\ub294 \ud55c\uacc4\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae34 \uc774\uc57c\uae30\ub098 \ucc45 \uc804\uccb4\uc758 \ub9e5\ub77d\uc744 \uc774\ud574\ud574\uc57c \ud558\ub294 \uc9c8\ubb38\uc5d0 \ub300\ud574 \ub2e8\ud3b8\uc801\uc778 &hellip; <a href=\"https:\/\/www.deepplus.co.kr\/?p=182\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval \uc774\ud574\ud558\uae30&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-182","post","type-post","status-publish","format-standard","hentry","category-dnn"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval \uc774\ud574\ud558\uae30 - Deep+<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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