{"id":65102,"date":"2024-11-18T19:14:49","date_gmt":"2024-11-18T10:14:49","guid":{"rendered":"https:\/\/smilegate.ai\/?p=65102"},"modified":"2024-11-18T19:18:32","modified_gmt":"2024-11-18T10:18:32","slug":"ragas-rag-%ec%8b%9c%ec%8a%a4%ed%85%9c-%ec%84%b1%eb%8a%a5-%ed%8f%89%ea%b0%80-%ec%9d%b4%ec%a0%9c%eb%8a%94-%ec%a0%9c%eb%8c%80%eb%a1%9c-%ed%95%b4%eb%b3%b4%ec%9e%90","status":"publish","type":"post","link":"https:\/\/smilegate.ai\/cn\/2024\/11\/18\/ragas-rag-%ec%8b%9c%ec%8a%a4%ed%85%9c-%ec%84%b1%eb%8a%a5-%ed%8f%89%ea%b0%80-%ec%9d%b4%ec%a0%9c%eb%8a%94-%ec%a0%9c%eb%8c%80%eb%a1%9c-%ed%95%b4%eb%b3%b4%ec%9e%90\/","title":{"rendered":"RAGAS: RAG \uc2dc\uc2a4\ud15c \uc131\ub2a5 \ud3c9\uac00, \uc774\uc81c\ub294 \uc81c\ub300\ub85c \ud574\ubcf4\uc790!"},"content":{"rendered":"<p>[Interactive AI \uae30\uc220\ud300 \uae40\uc724\ud61c]<\/p>\n\n\n\n<p>RAG(Retrieval-Augmented Generation, \uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131) \ud30c\uc774\ud504\ub77c\uc778\uc740 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc758 \ud55c\uacc4\ub97c \ubcf4\uc644\ud558\uae30 \uc704\ud574 \uc678\ubd80 \uc9c0\uc2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \uad00\ub828\uc131 \ub192\uc740 \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub7ec\ud55c \ud30c\uc774\ud504\ub77c\uc778\uc758 \uc131\ub2a5\uc744 \uac1d\uad00\uc801\uc73c\ub85c \ud3c9\uac00\ud558\uae30\ub780 \uc27d\uc9c0 \uc54a\uc740 \uc77c\uc785\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \uc774\uc5d0 \ubd80\uc751\ud558\uc5ec \ub4f1\uc7a5\ud55c RAG \ud30c\uc774\ud504\ub77c\uc778 \ud3c9\uac00 \ud504\ub808\uc784\uc6cc\ud06c \uc911 \ud558\ub098\uc778 RAGAS(Retrieval-Augmented Generation Assessment)\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<br><br><br><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">RAGAS\ub780?<\/h2>\n\n\n\n<p>RAGAS\ub294 <strong>RAG \ud30c\uc774\ud504\ub77c\uc778\uc758 \uc815\ub7c9\uc801 \ud3c9\uac00\ub97c \uc9c0\uc6d0\ud558\ub294 \uc624\ud508 \uc18c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c<\/strong>\uc785\ub2c8\ub2e4. \uc774 \ud504\ub808\uc784\uc6cc\ud06c\ub294 \ub2e8\uc21c\ud55c \uc131\ub2a5 \ud3c9\uac00\ub97c \ub118\uc5b4, \uc2dc\uc2a4\ud15c\uc758 \uac01 \uad6c\uc131 \uc694\uc18c\ub97c \uc138\ubc00\ud788 \ubd84\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac1c\ubc1c\uc790\ub294 \ubb38\uc81c\uc758 \uc6d0\uc778\uc744 \ube60\ub974\uac8c \ud30c\uc545\ud558\uace0, \uc2dc\uc2a4\ud15c\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><br><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAGAS Metrics<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"1000\" height=\"563\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-4.png\" alt=\"\" class=\"wp-image-65103\" style=\"width:672px;height:auto\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-4.png 1000w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-4-300x169.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-4-768x432.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-4-18x10.png 18w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<p>RAGAS\ub294 RAG \ud30c\uc774\ud504\ub77c\uc778\uc758 \uc131\ub2a5\uc744 \ub2e4\uac01\ub3c4\ub85c \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uc5ec\ub7ec \ud575\uc2ec \uc9c0\ud45c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc8fc\uc694 \uc9c0\ud45c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Faithfulness(\ucda9\uc2e4\uc131):<\/strong> \uc0dd\uc131\ub41c \ub2f5\ubcc0\uc774 \uc8fc\uc5b4\uc9c4 \ucee8\ud14d\uc2a4\ud2b8\uc5d0 \uc5bc\ub9c8\ub098 \ucda9\uc2e4\ud55c\uc9c0\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc989, \ub2f5\ubcc0\uc774 \ucee8\ud14d\uc2a4\ud2b8\uc5d0 \uae30\ubc18\ud558\uc5ec \uc815\ud655\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\ub294\uc9c0\ub97c \uce21\uc815\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>Answer Relevancy(\ub2f5\ubcc0 \uad00\ub828\uc131):<\/strong> \uc0dd\uc131\ub41c \ub2f5\ubcc0\uc774 \uc8fc\uc5b4\uc9c4 \uc9c8\ubb38\uacfc \uc5bc\ub9c8\ub098 \uad00\ub828\uc131\uc774 \uc788\ub294\uc9c0\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc9c8\ubb38\uc5d0 \ub300\ud55c \uba85\ud655\ud558\uace0 \uc801\uc808\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\ub294\uc9c0\ub97c \uce21\uc815\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>Context Precision(\ucee8\ud14d\uc2a4\ud2b8 \uc815\ubc00\ub3c4):<\/strong> \uc9c8\ubb38\uc5d0 \ub300\ud55c \ucee8\ud14d\uc2a4\ud2b8 \uc815\ubcf4\ub97c \uac80\uc0c9\ud558\uc5ec \uac00\uc838\uc628 \ucee8\ud14d\uc2a4\ud2b8 \uc911, \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\ubcc0\uacfc \uad00\ub828 \uc788\ub294 \ubb38\uc11c\uac00 \uc5bc\ub9c8\ub098 \uc0c1\uc704\uc5d0 \ub7ad\ud06c\ub418\uc5b4 \uc788\ub294\uc9c0\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc989, \uac80\uc0c9\ub41c \uc815\ubcf4\uc758 \uc815\ud655\ub3c4\ub97c \uce21\uc815\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>Context Recall(\ucee8\ud14d\uc2a4\ud2b8 \uc7ac\ud604\uc728):<\/strong> \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \ud544\uc694\ud55c \ucee8\ud14d\uc2a4\ud2b8 \uc815\ubcf4\ub97c \uac80\uc0c9\ud560 \uc218 \uc788\ub294\uc9c0\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc989, \ud544\uc694\ud55c \uc815\ubcf4\ub97c \uc5bc\ub9c8\ub098 \uc798 \ucc3e\uc544\ub0b4\ub294\uc9c0\ub97c \uce21\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p><br><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><br><\/p>\n\n\n\n<p>\uac01 \uc9c0\ud45c\uc758 \uac1c\ub150\uacfc \uacc4\uc0b0 \ubc29\ubc95\uc744 \ub354 \uc790\uc138\ud788 \uc54c\uc544\ubd05\uc2dc\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Faithfulness<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc8fc\uc5b4\uc9c4 \ubb38\ub9e5\uc744 \uc5bc\ub9c8\ub098 \uc798 \ubc18\uc601\ud558\uc5ec \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\uc600\ub294\uc9c0 \ud3c9\uac00.<\/li>\n\n\n\n<li>\uc810\uc218 \ubc94\uc704: 0~1 (1\uc5d0 \uac00\uae4c\uc6b8\uc218\ub85d \uc88b\uc74c.)<\/li>\n\n\n\n<li>context\uc5d0\uc11c \ub2f5\ubcc0\uc5d0 \ub300\ud55c claims\ub97c \uc720\ucd94 \uac00\ub2a5\ud560 \uc218\ub85d \ub192\uc740 \uc810\uc218\ub97c \ubd80\uc5ec.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Calculation<\/h4>\n\n\n\n<p>Step1. \uc0dd\uc131\ub41c \ub2f5\ubcc0\uc73c\ub85c\ubd80\ud130 statements\ub97c \ucd94\ucd9c\ud568. (llm \ud65c\uc6a9)<\/p>\n\n\n\n<p>Step2. \ucd94\ucd9c\ud55c statements\uac00 \uc8fc\uc5b4\uc9c4 context\uc5d0\uc11c \ucd94\ub860\ub420 \uc218 \uc788\ub294\uc9c0 \uc5ec\ubd80\ub97c \ud310\ubcc4\ud568. (llm \ud65c\uc6a9)<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"76\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-6-1024x76.png\" alt=\"\" class=\"wp-image-65105\" style=\"width:1120px;height:auto\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-6-1024x76.png 1024w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-6-300x22.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-6-768x57.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-6-1536x115.png 1536w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-6-2048x153.png 2048w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-6-18x1.png 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><br><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Answer Relevancy<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc0dd\uc131\ub41c \ub2f5\ubcc0\uc774 \uc9c8\ubb38\uc5d0 \uc5bc\ub9c8\ub098 \uc798 \ubd80\ud569\ud558\ub294\uc9c0 \ud3c9\uac00<\/li>\n\n\n\n<li>\uc810\uc218 \ubc94\uc704: -1~1 (1\uc5d0 \uac00\uae4c\uc6b8\uc218\ub85d \uc88b\uc74c)<\/li>\n\n\n\n<li>\uc0dd\uc131\ub41c \ub2f5\ubcc0\uc744 \uae30\ubc18\uc73c\ub85c \uc0dd\uc131\ud55c \uc9c8\ubb38\uacfc \uc6d0\ub798 \uc9c8\ubb38\uc758 cosine \uc720\uc0ac\ub3c4\ub97c \ud65c\uc6a9\ud568.\n<ul class=\"wp-block-list\">\n<li>answer\uacfc context\ub9cc\uc73c\ub85c question\uc744 \uc7ac\uad6c\uc131\ud560 \uc218 \uc788\ub2e4\ub294 \uac1c\ub150\uc744 \ud65c\uc6a9\ud55c \ubc29\uc2dd.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"RAGASmetrics-Calculation.1\">Calculation<\/h4>\n\n\n\n<p>Step1. \ucee8\ud14d\uc2a4\ud2b8\ub97c \uae30\ubc18\uc73c\ub85c \uc0dd\uc131\ub41c \ub2f5\ubcc0\uc5d0 \ub300\ud55c \uc9c8\ubb38\uc744 \uc0dd\uc131\ud568. (Reverse-engineer, llm \ud65c\uc6a9)<\/p>\n\n\n\n<p>Step2. \uc2e4\uc81c \uc9c8\ubb38\uacfc \uc0dd\uc131 \uc9c8\ubb38 \uc0ac\uc774\uc758 cosine similarity\ub97c \uc5f0\uc0b0\ud568.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"926\" height=\"402\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-7.png\" alt=\"\" class=\"wp-image-65106\" style=\"width:527px;height:auto\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-7.png 926w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-7-300x130.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-7-768x333.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-7-18x8.png 18w\" sizes=\"(max-width: 926px) 100vw, 926px\" \/><\/figure>\n\n\n\n<p><br><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"RAGASmetrics-ContextPrecision\">Context Precision<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac80\uc0c9\ub41c \uac01 k\uac1c\uc758 context\uac00 question, ground truth\uc640 \uc5f0\uad00\uc774 \uc788\ub294\uc9c0 \ud3c9\uac00.<\/li>\n\n\n\n<li>\uc810\uc218 \ubc94\uc704: 0~1 (1\uc5d0 \uac00\uae4c\uc6b8\uc218\ub85d \uc88b\uc74c)<\/li>\n\n\n\n<li>\uac80\uc0c9 \uacb0\uacfc\uc640 \uc720\ud6a8\uc131\uc744 \uae30\ubc18\uc73c\ub85c precision\uc744 \uacc4\uc0b0\ud568.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"RAGASmetrics-Calculation.2\">Calculation<\/h4>\n\n\n\n<p>Step1. \uac80\uc0c9\ub41c k\uac1c\uc758 context(chunk)\uac00 question, ground truth\uc640 \uc5f0\uad00\uc774 \uc788\ub294\uc9c0 \ud310\ubcc4. (llm \ud65c\uc6a9)<\/p>\n\n\n\n<p>Step2. \uac01 context\uc5d0 \ub300\ud55c precision \uacc4\uc0b0<\/p>\n\n\n\n<p>Step3. precision\uc758 \ud3c9\uade0\uc744 \uad6c\ud568<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"212\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-8-1024x212.png\" alt=\"\" class=\"wp-image-65107\" style=\"width:880px;height:auto\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-8-1024x212.png 1024w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-8-300x62.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-8-768x159.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-8-1536x317.png 1536w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-8-18x4.png 18w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-8.png 1646w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><br><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"RAGASmetrics-ContextRecall\">Context Recall<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac80\uc0c9\ub41c context\uac00 ground truth\uc640 \uc5bc\ub9c8\ub098 \uc798 \uc77c\uce58\ud558\ub294\uc9c0 \ud3c9\uac00.<\/li>\n\n\n\n<li>\uc810\uc218 \ubc94\uc704: 0~1 (1\uc5d0 \uac00\uae4c\uc6b8\uc218\ub85d \uc88b\uc74c)<\/li>\n\n\n\n<li>ground truth\uc758 \uac01 claim\uc774 \uac80\uc0c9\ub41c context\uc640 \uc5bc\ub9c8\ub098 \uc77c\uce58\ud558\ub294\uc9c0 \uacc4\uc0b0\ud568.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"RAGASmetrics-Calculation.3\">Calculation<\/h4>\n\n\n\n<p>Step1. ground truth\ub97c \ub3c5\ub9bd\ub41c statements\ub85c \ubd84\ub9ac\ud568.<\/p>\n\n\n\n<p>Step2. \uac01 statements\uc758 \uc815\ubcf4\ub97c \uac80\uc0c9\ub41c contexts\uc5d0\uc11c \ucc3e\uc744 \uc218 \uc788\ub294\uc9c0 \ud310\ubcc4\ud568.<\/p>\n\n\n\n<p>Step3. step2\uc758 \uacb0\uacfc\ub97c \uae30\ubc18\uc73c\ub85c recall\uc744 \uacc4\uc0b0\ud568.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"147\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-9-1024x147.png\" alt=\"\" class=\"wp-image-65108\" style=\"width:781px;height:auto\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-9-1024x147.png 1024w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-9-300x43.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-9-768x110.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-9-18x3.png 18w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-9.png 1354w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><br><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\uc2e4\uc2b5: RAGAS\ub85c RAG \ud3c9\uac00\ud574\ubcf4\uae30<\/h2>\n\n\n\n<p>\uc2e4\uc81c\ub85c Streamlit\uc744 \ud65c\uc6a9\ud55c \uac04\ub2e8\ud55c Demo\ub97c \ub9cc\ub4e4\uc5b4 RAGAS \ud3c9\uac00\ub97c \ud574\ubcf4\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><br><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \ud3c9\uac00 \ub370\uc774\ud130\uc14b \uc785\ub825<\/h3>\n\n\n\n<p>\uc6b0\uc120 \ud3c9\uac00 \ub370\uc774\ud130\uc14b\uc744 \uc785\ub825\ud569\ub2c8\ub2e4. \ubcf8\uc778\uc740 \uc9c1\uc811 gpt-4o\ub97c \ud1b5\ud574 \uc0dd\uc131\ud558\uace0 manual \uc815\uc81c\ud55c \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud3c9\uac00 \ub370\uc774\ud130\uc14b\uc5d0\ub294 &#8216;question&#8217;, &#8216;ground_truth&#8217; \uceec\ub7fc\uc774 \uc874\uc7ac\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>question: \uc0ac\uc6a9\uc790 \uc785\ub825\uc5d0 \ud574\ub2f9\ud558\ub294 \uc9c8\ubb38<\/li>\n\n\n\n<li>ground_truth: \uc9c8\ubb38\uc5d0 \ub300\uc751\ub418\ub294 \uc815\ub2f5<\/li>\n<\/ul>\n\n\n\n<p><br><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \ubaa8\ub378 \uc120\ud0dd<\/h3>\n\n\n\n<p>\ud3c9\uac00\ud558\uace0 \uc2f6\uc740 RAG \ud30c\uc774\ud504\ub77c\uc778\uc758 LLM(\uc0dd\uc131)\uacfc embedding model(\uac80\uc0c9)\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"736\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-10-1024x736.png\" alt=\"\" class=\"wp-image-65109\" style=\"width:771px;height:auto\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-10-1024x736.png 1024w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-10-300x216.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-10-768x552.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-10-1536x1103.png 1536w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-10-2048x1471.png 2048w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/image-10-18x12.png 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><br><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. RAGAS \ud3c9\uac00 \uc2e4\ud589<\/h3>\n\n\n\n<p>ragas \ud3c9\uac00 \uacb0\uacfc \ud655\uc778<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"999\" height=\"1024\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-11-18-\u110b\u1169\u1112\u116e-6.08.45-999x1024.png\" alt=\"\" class=\"wp-image-65112\" style=\"width:624px;height:auto\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-11-18-\u110b\u1169\u1112\u116e-6.08.45-999x1024.png 999w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-11-18-\u110b\u1169\u1112\u116e-6.08.45-293x300.png 293w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-11-18-\u110b\u1169\u1112\u116e-6.08.45-768x787.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-11-18-\u110b\u1169\u1112\u116e-6.08.45-12x12.png 12w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-11-18-\u110b\u1169\u1112\u116e-6.08.45.png 1462w\" sizes=\"(max-width: 999px) 100vw, 999px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><br><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">+) LangSmith\ub97c \ud65c\uc6a9\ud55c \ud3c9\uac00 \ubaa8\ub2c8\ud130\ub9c1<\/h3>\n\n\n\n<p>\uc704\uc640 \uac19\uc740 \uc815\ub7c9 \uc810\uc218\uac00 \uc5b4\ub5bb\uac8c \uc0b0\uc815\ub410\ub294\uc9c0 \uc138\uc138\ud558\uac8c \ud655\uc778\ud560 \uc218 \uc788\ub3c4\ub85d RAGAS\ub294 LangSmith \uc5f0\ub3d9 \uae30\ub2a5\ub3c4 \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uac01 metrics\uc744 \uacc4\uc0b0\ud560 \ub54c \uc0ac\uc6a9\ub41c \ubaa8\ub378, \ud504\ub86c\ud504\ud2b8, output, \ud1a0\ud070 \uc218 \ubc0f \ube44\uc6a9, latency \ub4f1\uc744 \uc544\uc8fc \uc790\uc138\ud788 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"836\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-07-31-\u110b\u1169\u110c\u1165\u11ab-9.48.10-1024x836.png\" alt=\"\" class=\"wp-image-65113\" style=\"width:1144px;height:auto\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-07-31-\u110b\u1169\u110c\u1165\u11ab-9.48.10-1024x836.png 1024w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-07-31-\u110b\u1169\u110c\u1165\u11ab-9.48.10-300x245.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-07-31-\u110b\u1169\u110c\u1165\u11ab-9.48.10-768x627.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-07-31-\u110b\u1169\u110c\u1165\u11ab-9.48.10-1536x1254.png 1536w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-07-31-\u110b\u1169\u110c\u1165\u11ab-9.48.10-2048x1672.png 2048w, https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-07-31-\u110b\u1169\u110c\u1165\u11ab-9.48.10-15x12.png 15w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><br><\/p>\n\n\n\n<h1 class=\"wp-block-heading has-medium-font-size\"><\/h1>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\ub9c8\ubb34\ub9ac<\/h2>\n\n\n\n<p>RAG \ud30c\uc774\ud504\ub77c\uc778\uc740 \uac80\uc0c9\uacfc \uc0dd\uc131\uc774\ub77c\ub294 \ub450 \ucd95\uc774 \uacb0\ud569\ub41c \ubcf5\uc7a1\ud55c \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \uc774\ucc98\ub7fc \ub2e4\uce35\uc801\uc778 \uad6c\uc870\uc5d0\uc11c\ub294 \uac01 \ub2e8\uacc4\uc758 \uc131\ub2a5\uc744 \uc138\ubc00\ud788 \ud3c9\uac00\ud558\uace0 \uac1c\uc120\ud558\uae30 \uc704\ud55c <strong>\uc815\ub7c9\uc801 \ud3c9\uac00 \ud504\ub808\uc784\uc6cc\ud06c<\/strong>\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uac1d\uad00\uc801\uc778 \uc9c0\ud45c\uc640 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ud30c\uc774\ud504\ub77c\uc778\uc758 \uac15\uc810\uacfc \uc57d\uc810\uc744 \ud30c\uc545\ud558\uba74, \ub2e8\uc21c\ud788 \ubb38\uc81c\ub97c \uc9c4\ub2e8\ud558\ub294 \ub370 \uadf8\uce58\uc9c0 \uc54a\uace0 \uc2dc\uc2a4\ud15c\uc758 \uc804\ubc18\uc801\uc778 \ud488\uc9c8\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub2e8\uc21c\ud55c \uacb0\uacfc\uc758 \uc815\ud655\uc131\uc744 \ub118\uc5b4, \uc2e0\ub8b0\uc131\uacfc \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ubaa8\ub450 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uacb0\uad6d, \uc815\ub7c9\uc801 \ud3c9\uac00 \ud504\ub808\uc784\uc6cc\ud06c\ub294 AI \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0 \ucd5c\uc801\ud654\ud558\ub294 \ub370 \uc788\uc5b4 \uc5c6\uc5b4\uc11c\ub294 \uc548 \ub420 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubcf5\uc7a1\ud55c RAG \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub3c4 \ub370\uc774\ud130 \uae30\ubc18\uc758 \ubc1c\uc804\uc774 \uac00\ub2a5\ud558\uba70, \ubcf4\ub2e4 \uacac\uace0\ud558\uace0 \ud6a8\uc728\uc801\uc778 AI \uc194\ub8e8\uc158\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><br><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u53c2\u8003<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>https:\/\/github.com\/explodinggradients\/ragas<\/li>\n<\/ul>\n<div class=\"likebtn_container\" style=\"\"><!-- LikeBtn.com BEGIN --><span class=\"likebtn-wrapper\"  data-identifier=\"post_65102\"  data-site_id=\"5f255b28943ec9a60bed08fd\"  data-lang=\"ko\"  data-dislike_enabled=\"false\"  data-icon_dislike_show=\"false\"  data-tooltip_enabled=\"false\"  data-white_label=\"true\"  data-rich_snippet=\"true\"  data-popup_disabled=\"true\"  data-i18n_like=\"Like\"  data-style=\"\"  data-unlike_allowed=\"\"  data-show_copyright=\"\"  data-item_url=\"https:\/\/smilegate.ai\/cn\/2024\/11\/18\/ragas-rag-%ec%8b%9c%ec%8a%a4%ed%85%9c-%ec%84%b1%eb%8a%a5-%ed%8f%89%ea%b0%80-%ec%9d%b4%ec%a0%9c%eb%8a%94-%ec%a0%9c%eb%8c%80%eb%a1%9c-%ed%95%b4%eb%b3%b4%ec%9e%90\/\"  data-item_title=\"RAGAS: RAG \uc2dc\uc2a4\ud15c \uc131\ub2a5 \ud3c9\uac00, \uc774\uc81c\ub294 \uc81c\ub300\ub85c \ud574\ubcf4\uc790!\"  data-item_image=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2024\/11\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-11-18-\u110b\u1169\u1112\u116e-7.13.46-1024x571.png\"  data-item_date=\"2024-11-18T19:14:49+09:00\"  data-engine=\"WordPress\"  data-plugin_v=\"2.6.55\"  data-prx=\"https:\/\/smilegate.ai\/wp-admin\/admin-ajax.php?action=likebtn_prx\"  data-event_handler=\"likebtn_eh\" ><\/span><!-- LikeBtn.com END --><\/div>","protected":false},"excerpt":{"rendered":"<p>[Interactive AI \uae30\uc220\ud300 \uae40\uc724\ud61c] RAG(Retrieval-Augmented Generation, \uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131) \ud30c\uc774\ud504\ub77c\uc778\uc740 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc758 \ud55c\uacc4\ub97c \ubcf4\uc644\ud558\uae30 \uc704\ud574 \uc678\ubd80 \uc9c0\uc2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \uad00\ub828\uc131 \ub192\uc740 \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub7ec\ud55c \ud30c\uc774\ud504\ub77c\uc778\uc758 \uc131\ub2a5\uc744 \uac1d\uad00\uc801\uc73c\ub85c \ud3c9\uac00\ud558\uae30\ub780 \uc27d\uc9c0 \uc54a\uc740 \uc77c\uc785\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \uc774\uc5d0 \ubd80\uc751\ud558\uc5ec \ub4f1\uc7a5\ud55c RAG \ud30c\uc774\ud504\ub77c\uc778 \ud3c9\uac00 \ud504\ub808\uc784\uc6cc\ud06c \uc911 \ud558\ub098\uc778 RAGAS(Retrieval-Augmented Generation Assessment)\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. RAGAS\ub780? 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