{"id":2256,"date":"2024-12-26T15:04:55","date_gmt":"2024-12-26T07:04:55","guid":{"rendered":"https:\/\/insight.iweaver.ai\/?p=2256"},"modified":"2025-02-17T00:20:52","modified_gmt":"2025-02-16T16:20:52","slug":"fine-tune-embedding-the-secret-to-improve-response-rates","status":"publish","type":"post","link":"https:\/\/www.iweaver.ai\/ko\/blog\/fine-tune-embedding-the-secret-to-improve-response-rates\/","title":{"rendered":"\ubbf8\uc138 \uc870\uc815 \uc784\ubca0\ub529: \uc751\ub2f5\ub960 \uac1c\uc120\uc758 \ube44\uacb0"},"content":{"rendered":"<p>\uc9c8\ubb38 \ub2f5\ubcc0 \uc2dc\uc2a4\ud15c\uc774 \ub354\uc6b1 \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \uac1c\ubc1c\uc790\ub4e4\uc740 \uc131\ub2a5\uc744 \ub192\uc774\uae30 \uc704\ud55c \uc0c8\ub85c\uc6b4 \uae30\uc220\uc744 \ubaa8\uc0c9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc720\ub9dd\ud55c \uc811\uadfc \ubc29\uc2dd \uc911 \ud558\ub098\ub294 \uc815\ubcf4 \uac80\uc0c9\uacfc \uc0dd\uc131 \uc5b8\uc5b4 \uae30\ub2a5\uc744 \uacb0\ud569\ud55c RAG(Retrieval-Augmented Generation) \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc5f0\uad6c\uc790\ub4e4\uc740 \ub3c4\uba54\uc778\ubcc4 \ub370\uc774\ud130 \uac80\uc0c9\uc5d0 \uc0ac\uc6a9\ub418\ub294 \uc784\ubca0\ub529\uc744 \ubbf8\uc138 \uc870\uc815\ud558\uc5ec RAG \ubaa8\ub378\uc758 \ub2f5\ubcc0 \uc815\ud655\ub3c4\ub97c \ud06c\uac8c \uac1c\uc120\ud558\ub294 \ubc29\ubc95\uc744 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uae30\uc0ac\uc5d0\uc11c\ub294 \uc774 \uae30\uc220\uc758 \uc138\ubd80 \uc0ac\ud56d\uc744 \uc0b4\ud3b4\ubd05\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG \uc18c\uac1c<\/h2>\n\n\n\n<p>RAG \ubaa8\ub378\uc5d0 \uc784\ubca0\ub529\uc744 \uc870\uc815\ud558\ub294 \uac83\uc774 \uc65c \uadf8\ub807\uac8c \ud6a8\uacfc\uc801\uc778\uc9c0 \ub354 \uc798 \uc774\ud574\ud558\ub824\uba74 \uba3c\uc800 RAG \uc790\uccb4\uc5d0 \ub300\ud55c \ubc30\uacbd \uc9c0\uc2dd\uc744 \uc54c\uc544\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RAG\ub780 \ubb34\uc5c7\uc778\uac00?<\/h3>\n\n\n\n<p>RAG\ub294 Retrieval-Augmented Generation\uc758 \uc57d\uc790\uc785\ub2c8\ub2e4. \uc815\ubcf4 \uac80\uc0c9\uacfc \uc0dd\uc131 \ubaa8\ub378\uc744 \uacb0\ud569\ud55c \ubc29\ubc95\uc785\ub2c8\ub2e4. RAG \ubaa8\ub378\uc740 \uba3c\uc800 \uad00\ub828 \uc815\ubcf4\ub97c \uac80\uc0c9\ud55c \ub2e4\uc74c \ud574\ub2f9 \uc815\ubcf4\ub97c \uae30\ubc18\uc73c\ub85c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub807\uac8c \ud558\uba74 \ubcf5\uc7a1\ud55c \uc9c8\ubb38\uc5d0 \ub2f5\ud558\ub294 \ubaa8\ub378\uc758 \ub2a5\ub825\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4. \uac80\uc0c9\uae30\uc640 \uc0dd\uc131\uae30\uc758 \ub450 \ubd80\ubd84\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uac80\uc0c9\uae30\ub294 \uc9c8\ubb38\uc5d0 \ub530\ub77c \ub300\uaddc\ubaa8 \ubb38\uc11c \ucf54\ud37c\uc2a4\uc5d0\uc11c \uad00\ub828 \uc2a4\ub2c8\ud3ab\uc744 \uac00\uc838\uc635\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \uc0dd\uc131\uae30\ub294 \uc774\ub7ec\ud55c \uc2a4\ub2c8\ud3ab\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc77c\uad00\ub41c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ucd5c\uc2e0 \uc815\ubcf4\ub97c \ub3d9\uc801\uc73c\ub85c \uac00\uc838\uc62c \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \uc624\ud508 \ub3c4\uba54\uc778 \uc9c8\ubb38 \ub2f5\ubcc0\uc5d0 \ub354 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG \ubaa8\ub378\uc758 \uc7a5\uc810\uacfc \ud55c\uacc4<\/h2>\n\n\n\n<p>\uae30\uc874 \ud14d\uc2a4\ud2b8 \uac80\uc0c9 \ubc0f \uc0dd\uc131 \ubaa8\ub378\uacfc \ube44\uad50\ud588\uc744 \ub54c RAG \ubaa8\ub378\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub354\uc6b1 \uc815\ud655\ud558\uace0 \uc720\uc6a9\ud55c \uac80\uc0c9 \uacb0\uacfc\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4<\/li>\n\n\n\n<li>\ubcf5\uc7a1\ud55c \ucffc\ub9ac\uc640 \uae34 \ud14d\uc2a4\ud2b8\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4<\/li>\n\n\n\n<li>\uc0ac\uc6a9\uc790 \uc758\ub3c4\uc5d0 \ub530\ub77c \uac1c\uc778\ud654\ub41c \uac80\uc0c9 \uacb0\uacfc\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\uadf8\ub7ec\ub098 RAG \ubaa8\ub378\uc5d0\ub3c4 \uba87 \uac00\uc9c0 \ud55c\uacc4\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud6c8\ub828\uacfc \ucd94\ub860\uc740 \uacc4\uc0b0\uc801\uc73c\ub85c \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4ed\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub192\uc740 \ud6c8\ub828 \ub370\uc774\ud130 \ubc0f \ubaa8\ub378 \uc6a9\ub7c9 \uc694\uad6c \uc0ac\ud56d<\/li>\n\n\n\n<li>\uc804\ubb38 \ub3c4\uba54\uc778\uc758 \ucffc\ub9ac \ubc0f \ud14d\uc2a4\ud2b8 \ucc98\ub9ac\uc5d0 \uc5b4\ub824\uc6c0<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\uc5d0\uc11c \uc784\ubca0\ub529\uc758 \uc5ed\ud560<\/h2>\n\n\n\n<p>RAG\uc758 \uae30\ubcf8\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc73c\ub2c8, \uc784\ubca0\ub529\uc774 \uc5b4\ub5bb\uac8c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\ub294\uc9c0, \uadf8\ub9ac\uace0 \uc5b4\ub5bb\uac8c \ucd5c\uc801\ud654\ud560 \uc218 \uc788\ub294\uc9c0 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/uploads-ssl.webflow.com\/668b9d79e73cc482788e3eab\/6695286ab468b4d6bb6298eb_image-48-1024x576.png\" alt=\"\uc784\ubca0\ub529 AI \ubaa8\ub378 \ubbf8\uc138 \uc870\uc815\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\ub3c4\uba54\uc778 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \ub2e4\uc591\ud55c \uc784\ubca0\ub529 \ubaa8\ub378 \ube44\uad50\ub97c \ud68c\uc0c1\ud569\ub2c8\ub2e4.<\/h3>\n\n\n\n<p>\uc774 \uc2e4\ud5d8\uc740 30,000\uac1c \uc774\uc0c1\uc758 \uc9c0\uc2dd \uc870\uac01\uacfc 600\uac1c\uc758 \ud45c\uc900 \uc0ac\uc6a9\uc790 \uc9c8\ubb38\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub9ac\ucf5c \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud588\uc2b5\ub2c8\ub2e4. \uc6b0\ub9ac\ub294 \uc8fc\ub85c \uc911\uad6d\uc5b4\uc640 \uc601\uc5b4 \uc785\ub825 \ub370\uc774\ud130\uc5d0 \ub300\ud55c m3e-base, bge-base-zh, bce-embedding-base_v1 \ubaa8\ub378\uc758 \ub9ac\ucf5c \uc131\ub2a5\uc744 \ube44\uad50\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ub3c4\uba54\uc778 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc784\ubca0\ub529 \ubaa8\ub378 \ubbf8\uc138 \uc870\uc815<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\ub370\uc774\ud130 \uc218\uc9d1: \ubb38\uc11c, Q&amp;A \uc30d \ub4f1\uc744 \ud3ec\ud568\ud558\uc5ec \ub3c4\uba54\uc778 \uad00\ub828 \ub370\uc774\ud130\ub97c \ucda9\ubd84\ud788 \uc218\uc9d1\ud569\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub294 \ub3c4\uba54\uc778\uc758 \uc8fc\uc694 \uc9c0\uc2dd \ud3ec\uc778\ud2b8\uc640 \uc77c\ubc18\uc801\uc778 \uc9c8\ubb38\uc744 \ud3ec\ud568\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc804\ucc98\ub9ac: \ub178\uc774\uc988\uc640 \uc911\ubcf5\uc744 \uc81c\uac70\ud558\uae30 \uc704\ud574 \ub370\uc774\ud130\ub97c \uc815\ub9ac\ud558\uace0 \uc804\ucc98\ub9ac\ud558\uc5ec \ub370\uc774\ud130 \ud488\uc9c8\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ubbf8\uc138 \uc870\uc815: \uc0ac\uc804 \ud559\uc2b5\ub41c \uc784\ubca0\ub514\ub4dc \ubaa8\ub378(\uc608: BERT)\uc744 \ub3c4\uba54\uc778 \ub370\uc774\ud130\uc5d0\uc11c \ubbf8\uc138 \uc870\uc815\ud569\ub2c8\ub2e4. \ub3c4\uba54\uc778 \ub370\uc774\ud130\uc5d0\uc11c \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uc744 \ud1b5\ud574 \ubaa8\ub378\uc774 \ud574\ub2f9 \ub3c4\uba54\uc778\uc758 \uc758\ubbf8\ub860 \ubc0f \uc5b8\uc5b4 \uc0ac\uc6a9\uc5d0 \ub354 \uc798 \uc801\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ud3c9\uac00 \ubc0f \ucd5c\uc801\ud654: RAG\uc5d0\uc11c \ubbf8\uc138 \uc870\uc815\ub41c \uc784\ubca0\ub529 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0, \uc131\ub2a5\uc744 \ub354\uc6b1 \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud574 \ud544\uc694\uc5d0 \ub530\ub77c \uad50\uc721 \ub9e4\uac1c\ubcc0\uc218\uc640 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc870\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n\n\n\n<p>\ubbf8\uc138 \uc870\uc815\uc744 \ud1b5\ud574 \uc784\ubca0\ub529 \ubaa8\ub378\uc740 \ub3c4\uba54\uc778\ubcc4 \uc758\ubbf8 \uccb4\uacc4\ub97c \ub354 \uc798 \uc774\ud574\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 RAG \ubaa8\ub378\uc758 \uac80\uc0c9 \ubc0f \uc0dd\uc131 \uae30\ub2a5\uc774 \ud5a5\uc0c1\ub418\uace0 \ub2f5\ubcc0 \ube44\uc728\uacfc \ud488\uc9c8\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc608\ub97c \ub4e4\uc5b4 m3e \ubaa8\ub378\uc744 \uc0b4\ud3b4\ubcf4\uba74 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<br>\ub2e4\uc6b4\ub85c\ub4dc: https:\/\/huggingface.co\/moka-ai\/m3e-base<br>\ubbf8\uc138 \uc870\uc815 \ucc38\uc870: https:\/\/github.com\/wangyuxinwhy\/uniem\/blob\/main\/examples\/finetune.ipynb<\/p>\n\n\n\n<p>\ub3c4\uba54\uc778 \ub370\uc774\ud130\ub97c \ubbf8\uc138 \uc870\uc815\ud558\uace0 \ub9ac\ucf5c\uc744 \ub2e4\uc2dc \ud14c\uc2a4\ud2b8\ud55c \uacb0\uacfc \ub9ac\ucf5c\uc728\uc774 33% \uc99d\uac00\ud558\ub294 \uac83\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4. \ub9e4\uc6b0 \uc720\ub9dd\ud55c \uacb0\uacfc\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\uacb0\ub860<\/h5>\n\n\n\n<p>\uc784\ubca0\ub529 \ubaa8\ub378\uc744 \ubbf8\uc138 \uc870\uc815\ud558\ub294 \uac83\uc740 RAG \ub2f5\ubcc0\ub960\uc744 \uac1c\uc120\ud558\ub294 \ud6a8\uacfc\uc801\uc778 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ub3c4\uba54\uc778 \ub370\uc774\ud130\ub97c \ubbf8\uc138 \uc870\uc815\ud568\uc73c\ub85c\uc368 \uc784\ubca0\ub529 \ubaa8\ub378\uc740 \ub3c4\uba54\uc778\ubcc4 \uc758\ubbf8\ub860\uc744 \ub354 \uc798 \uc774\ud574\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c RAG \ubaa8\ub378\uc758 \uc804\ubc18\uc801\uc778 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. RAG \ubaa8\ub378\uc740 \uc624\ud508 \ub3c4\uba54\uc778 QA\uc5d0\uc11c \uc0c1\ub2f9\ud55c \uc774\uc810\uc774 \uc788\uc9c0\ub9cc \ud2b9\uc815 \ub3c4\uba54\uc778\uc5d0\uc11c\uc758 \uc131\ub2a5\uc740 \uc5ec\uc804\ud788 \ucd94\uac00 \ucd5c\uc801\ud654\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ud5a5\ud6c4 \uc5f0\uad6c\uc5d0\uc11c\ub294 \ub354 \ub9ce\uc740 \ubbf8\uc138 \uc870\uc815 \ubc29\ubc95\uacfc \ub370\uc774\ud130 \ud488\uc9c8 \uac1c\uc120\uc744 \ud0d0\uc0c9\ud558\uc5ec \ub3c4\uba54\uc778 \uc804\ubc18\uc5d0\uc11c RAG \ubaa8\ub378\uc758 \ub2f5\ubcc0 \uc815\ud655\ub3c4\uc640 \uc0ac\uc6a9\uc131\uc744 \ub354\uc6b1 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>","protected":false},"excerpt":{"rendered":"<p>\uc9c8\ubb38 \ub2f5\ubcc0 \uc2dc\uc2a4\ud15c\uc774 \ub354\uc6b1 \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \uac1c\ubc1c\uc790\ub4e4\uc740 \uc131\ub2a5\uc744 \ub192\uc774\uae30 \uc704\ud55c \uc0c8\ub85c\uc6b4 \uae30\uc220\uc744 \ubaa8\uc0c9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc720\ub9dd\ud55c \uc811\uadfc \ubc29\uc2dd \uc911 \ud558\ub098\ub294 \uc815\ubcf4 \uac80\uc0c9\uacfc \uc0dd\uc131 \uc5b8\uc5b4 \uae30\ub2a5\uc744 \uacb0\ud569\ud55c RAG(Retrieval-Augmented Generation) \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc5f0\uad6c\uc790\ub4e4\uc740 \ub3c4\uba54\uc778\ubcc4 \ub370\uc774\ud130 \uac80\uc0c9\uc5d0 \uc0ac\uc6a9\ub418\ub294 \uc784\ubca0\ub529\uc744 \ubbf8\uc138 \uc870\uc815\ud558\uc5ec RAG \ubaa8\ub378\uc758 \ub2f5\ubcc0 \uc815\ud655\ub3c4\ub97c \ud06c\uac8c \uac1c\uc120\ud558\ub294 \ubc29\ubc95\uc744 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4. [\u2026]<\/p>","protected":false},"author":13,"featured_media":2264,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[138],"tags":[],"class_list":["post-2256","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.iweaver.ai\/ko\/wp-json\/wp\/v2\/posts\/2256","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.iweaver.ai\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.iweaver.ai\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.iweaver.ai\/ko\/wp-json\/wp\/v2\/users\/13"}],"replies":[{"embeddable":true,"href":"https:\/\/www.iweaver.ai\/ko\/wp-json\/wp\/v2\/comments?post=2256"}],"version-history":[{"count":0,"href":"https:\/\/www.iweaver.ai\/ko\/wp-json\/wp\/v2\/posts\/2256\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.iweaver.ai\/ko\/wp-json\/wp\/v2\/media\/2264"}],"wp:attachment":[{"href":"https:\/\/www.iweaver.ai\/ko\/wp-json\/wp\/v2\/media?parent=2256"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.iweaver.ai\/ko\/wp-json\/wp\/v2\/categories?post=2256"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.iweaver.ai\/ko\/wp-json\/wp\/v2\/tags?post=2256"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}