{"id":426,"date":"2022-05-10T18:25:27","date_gmt":"2022-05-10T16:25:27","guid":{"rendered":"https:\/\/kairntech.com\/doc\/?p=426"},"modified":"2024-06-06T14:45:33","modified_gmt":"2024-06-06T12:45:33","slug":"how-to-configure-a-summarizer","status":"publish","type":"post","link":"https:\/\/kairntech.com\/doc\/how-to-configure-a-summarizer\/","title":{"rendered":"How to configure a summarizer?"},"content":{"rendered":"\n<p>Different prepackaged summarization components (<a rel=\"noreferrer noopener\" href=\"https:\/\/derwen.ai\/docs\/ptr\/\" data-type=\"URL\" data-id=\"https:\/\/derwen.ai\/docs\/ptr\/\" target=\"_blank\">extractive<\/a> and <a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/models?pipeline_tag=summarization&amp;sort=downloads\" data-type=\"URL\" data-id=\"https:\/\/huggingface.co\/models?pipeline_tag=summarization&amp;sort=downloads\" target=\"_blank\">abstractive<\/a>) are available to compute a short summary of a longer piece of text.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Abstractive Summarization<\/strong> with LLM<\/h2>\n\n\n\n<p>The algorithm creates an entirely new text, based on the content of the document. Large Language Models are very well fitted for this task.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Go to the&nbsp;<em>Processing <\/em>view <\/li>\n\n\n\n<li>Create a new pipeline<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"957\" height=\"638\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/Pipeline-10.png\" alt=\"\" class=\"wp-image-4238\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/Pipeline-10.png 957w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/Pipeline-10-300x200.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/Pipeline-10-768x512.png 768w\" sizes=\"auto, (max-width: 957px) 100vw, 957px\" \/><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>Select<strong>&nbsp;Off-the-shelf component<\/strong>&nbsp;in the drop-down list<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"874\" height=\"703\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-81.png\" alt=\"\" class=\"wp-image-4240\" style=\"width:622px;height:auto\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-81.png 874w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-81-300x241.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-81-768x618.png 768w\" sizes=\"auto, (max-width: 874px) 100vw, 874px\" \/><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>Select a cloud provider of <strong>Large Language Models (LLM)<\/strong><\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"758\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-83-1024x758.png\" alt=\"\" class=\"wp-image-4242\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-83-1024x758.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-83-300x222.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-83-768x568.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-83.png 1035w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>Select the LLM you want to use (key required)<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"487\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-3-1024x487.png\" alt=\"\" class=\"wp-image-4553\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-3-1024x487.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-3-300x143.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-3-768x366.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-3-1536x731.png 1536w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-3.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>Edit the prompt and write: &#8220;<strong>Summarize in english the following text: $text<\/strong>&#8220;<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"490\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-4-1024x490.png\" alt=\"\" class=\"wp-image-4555\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-4-1024x490.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-4-300x144.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-4-768x368.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-4-1536x736.png 1536w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-4.png 1919w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>Give a name to the &#8220;Completion Alttext&#8221; if you want to store the summary in this metadata field.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"489\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-2-1024x489.png\" alt=\"\" class=\"wp-image-4551\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-2-1024x489.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-2-300x143.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-2-768x366.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-2-1536x733.png 1536w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/06\/image-2.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>Save your pipeline<\/li>\n\n\n\n<li>Test it in the <strong>Test page<\/strong> or with automated annotation. See&nbsp;<a href=\"https:\/\/kairntech.com\/doc\/how-to-test-a-model\/\">How to test a model?<\/a><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"722\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-85-1024x722.png\" alt=\"\" class=\"wp-image-4244\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-85-1024x722.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-85-300x212.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-85-768x542.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-85.png 1289w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:58px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Extractive Summarization<\/strong><\/h2>\n\n\n\n<p>An algorithm identifies the most informative sentences from a text and brings them together to form the new summary. This approach is quick and easy, but does not generate new sentences which may result in incoherent texts.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Proceed as above<\/li>\n\n\n\n<li>Select \u201c<strong>textranksummarizer<\/strong>\u201d component<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"902\" height=\"766\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-82.png\" alt=\"\" class=\"wp-image-4241\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-82.png 902w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-82-300x255.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-82-768x652.png 768w\" sizes=\"auto, (max-width: 902px) 100vw, 902px\" \/><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>Adjust available&nbsp;<strong>parameters&nbsp;<\/strong>with the settings icon.<\/li>\n\n\n\n<li>Give a name to the Alternative text (<strong>Alttext<\/strong>). The system will generate an additional text field called \u201cExtrSummary\u201d that holds the newly generated summary.<\/li>\n\n\n\n<li>Save the pipeline<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"416\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/12\/image-50-1024x416.png\" alt=\"\" class=\"wp-image-1903\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/12\/image-50-1024x416.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/12\/image-50-300x122.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/12\/image-50-768x312.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/12\/image-50.png 1040w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>Test it in the Test page. See <a href=\"https:\/\/kairntech.com\/doc\/how-to-test-a-model\/\">How to test a model?<\/a> <\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"498\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/12\/image-48-1024x498.png\" alt=\"\" class=\"wp-image-1896\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/12\/image-48-1024x498.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/12\/image-48-300x146.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/12\/image-48-768x373.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/12\/image-48.png 1167w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Different prepackaged summarization components (extractive and abstractive) are available to compute a short summary of a longer piece of text. Abstractive Summarization with LLM The algorithm creates an entirely new text, based on the content of the document. Large Language Models are very well fitted for this task. Extractive Summarization An algorithm identifies the most [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[14],"tags":[],"class_list":["post-426","post","type-post","status-publish","format-standard","hentry","category-advanced-topics"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How to configure a summarizer? - Kairntech Documentation<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kairntech.com\/doc\/how-to-configure-a-summarizer\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to configure a summarizer? - Kairntech Documentation\" \/>\n<meta property=\"og:description\" content=\"Different prepackaged summarization components (extractive and abstractive) are available to compute a short summary of a longer piece of text. Abstractive Summarization with LLM The algorithm creates an entirely new text, based on the content of the document. Large Language Models are very well fitted for this task. 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Abstractive Summarization with LLM The algorithm creates an entirely new text, based on the content of the document. Large Language Models are very well fitted for this task. 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