{"id":21147,"date":"2023-08-09T04:00:00","date_gmt":"2023-08-09T04:00:00","guid":{"rendered":"https:\/\/www.lightspeedsystems.com\/blog\/lightspeed-alert-adds-powerful-new-machine-learning-capabilities-to-increase-accuracy\/"},"modified":"2024-12-05T22:57:01","modified_gmt":"2024-12-05T22:57:01","slug":"lightspeed-alert-adds-powerful-new-machine-learning-capabilities-to-increase-accuracy","status":"publish","type":"post","link":"https:\/\/www.lightspeedsystems.com\/da\/blog\/lightspeed-alert-adds-powerful-new-machine-learning-capabilities-to-increase-accuracy\/","title":{"rendered":"Lightspeed Alert\u2122 tilf\u00f8jer kraftfulde nye maskinl\u00e6ringsfunktioner for at \u00f8ge n\u00f8jagtigheden"},"content":{"rendered":"<div class=\"section__content__main__content\">\n<p>From violence and thoughts of death in <em>Hamlet<\/em> to the dramatic double suicide at the end of <em>Romeo and Juliet<\/em>, the works of Shakespeare are filled with troubling themes. Student assignments about these works often contain phrases that, taken out of context, may look concerning to Artificial Intelligence (AI) systems designed to flag signals of students in crisis.<\/p>\n<h3>\n<span><br \/>\n<span><br \/>\nUnderstanding Context to Reduce False Positives<br \/>\n<\/span><br \/>\n<\/span><br \/>\n<\/h3>\n<p>When classwork like Romeo and Juliet is flagged by an AI system looking for signs of self-harm or violence, it is considered to be a false positive. These false positives can be especially frustrating when 20 or more students in a class are all working on the same triggering assignment.<\/p>\n<p>Lightspeed Alert proactively looks for signs of students in need of help by scanning online searches, Google and Microsoft productivity suites, and other sources. New machine learning capabilities added to Lightspeed Alert significantly reduce false positives like those found in Shakespeare assignments by consuming and understanding a full body of text, including surrounding context, to understand if content is concerning. In addition to context, these models can understand humor and hyperbolic language.<\/p>\n<figure>\n<picture>\n<!--[if IE 9]><video style=\"display: none;\"><![endif]--><source data-srcset=\"\/wp-content\/uploads\/2023\/10\/To-Kill-a-Mockingbird-_E2_80_94-Photo-by-Kabiur-Rahman-Riyad-on-Unsplash-1536x1111-2.png.webp\" type=\"image\/webp\"\/><source data-srcset=\"\/wp-content\/uploads\/2023\/10\/To-Kill-a-Mockingbird-_E2_80_94-Photo-by-Kabiur-Rahman-Riyad-on-Unsplash-1536x1111-2.png\" type=\"image\/png\"\/><!--[if IE 9]><\/video><![endif]--><img loading=\"lazy\" alt='Book on top of more books with the title \"To Kill a Mocking Bird\"' data-aspectratio=\"1.38312586445\" data-parent-container=\".component__image__inner\" data-sizes=\"auto\" data-src=\"\/wp-content\/uploads\/2023\/10\/To-Kill-a-Mockingbird-_E2_80_94-Photo-by-Kabiur-Rahman-Riyad-on-Unsplash-1536x1111-2.png\" data-srcset=\"\/wp-content\/uploads\/2023\/10\/To-Kill-a-Mockingbird-_E2_80_94-Photo-by-Kabiur-Rahman-Riyad-on-Unsplash-1536x1111-2-300x217.png 300w, \/wp-content\/uploads\/2023\/10\/To-Kill-a-Mockingbird-_E2_80_94-Photo-by-Kabiur-Rahman-Riyad-on-Unsplash-1536x1111-2-600x434.png 600w, \/wp-content\/uploads\/2023\/10\/To-Kill-a-Mockingbird-_E2_80_94-Photo-by-Kabiur-Rahman-Riyad-on-Unsplash-1536x1111-2.png 1000w\" decoding=\"async\" height=\"723\" loading=\"lazy\" src=\"\/wp-content\/uploads\/2023\/10\/To-Kill-a-Mockingbird-_E2_80_94-Photo-by-Kabiur-Rahman-Riyad-on-Unsplash-1536x1111-2.png\" width=\"1000\"\/>\n<\/picture>\n<\/figure>\n<p>Types of content that will no longer cause alerts include (but are not limited to\u2014the full list is extensive):<\/p>\n<ul>\n<li><em>Romeo and Juliet, To Kill a Mockingbird, Macbeth,<\/em> and <em>Hamlet<\/em> homework.<\/li>\n<li>Chemistry homework (i.e., non-concerning mentions of sodium nitrate).<\/li>\n<li>Homework referencing battles, wars, or things that are inherently violent but not concerning within context.<\/li>\n<li>School reports\/research of general suicide awareness and the national suicide hotline.<\/li>\n<li>Alerts containing non-concerning words that have the same letters as a concerning word (i.e., \u201cedit\u201d contains the same letters as \u201cdie,\u201d but is not concerning).<\/li>\n<li>Homework related to reproduction\/sexually transmitted diseases and sexual health.<\/li>\n<li>References to the poem \u201cIf we must die\u201d by Claude Mckay.<\/li>\n<li>The same exact alert is being duplicated an excessive amount of times.<\/li>\n<\/ul>\n<figure>\n<picture>\n<!--[if IE 9]><video style=\"display: none;\"><![endif]--><source data-srcset=\"\/wp-content\/uploads\/2023\/10\/The-Tragedy-of-Macbeth-_E2_80_94-Photo-by-Matt-Riches-on-Unsplash-1536x1024-1.png.webp\" type=\"image\/webp\"\/><source data-srcset=\"\/wp-content\/uploads\/2023\/10\/The-Tragedy-of-Macbeth-_E2_80_94-Photo-by-Matt-Riches-on-Unsplash-1536x1024-1.png\" type=\"image\/png\"\/><!--[if IE 9]><\/video><![endif]--><img loading=\"lazy\" alt=\"The book titled the tragegy of macbeth opened\" data-aspectratio=\"1.49925037481\" data-parent-container=\".component__image__inner\" data-sizes=\"auto\" data-src=\"\/wp-content\/uploads\/2023\/10\/The-Tragedy-of-Macbeth-_E2_80_94-Photo-by-Matt-Riches-on-Unsplash-1536x1024-1.png\" data-srcset=\"\/wp-content\/uploads\/2023\/10\/The-Tragedy-of-Macbeth-_E2_80_94-Photo-by-Matt-Riches-on-Unsplash-1536x1024-1-300x200.png 300w, \/wp-content\/uploads\/2023\/10\/The-Tragedy-of-Macbeth-_E2_80_94-Photo-by-Matt-Riches-on-Unsplash-1536x1024-1-600x400.png 600w, \/wp-content\/uploads\/2023\/10\/The-Tragedy-of-Macbeth-_E2_80_94-Photo-by-Matt-Riches-on-Unsplash-1536x1024-1.png 1000w\" decoding=\"async\" height=\"667\" loading=\"lazy\" src=\"\/wp-content\/uploads\/2023\/10\/The-Tragedy-of-Macbeth-_E2_80_94-Photo-by-Matt-Riches-on-Unsplash-1536x1024-1.png\" width=\"1000\"\/>\n<\/picture>\n<\/figure>\n<h3>\n<span><br \/>\n<span><br \/>\nBuilding a Foundation for Future Learning<br \/>\n<\/span><br \/>\n<\/span><br \/>\n<\/h3>\n<p>As the fields of machine learning and artificial intelligence continue to advance rapidly, Lightspeed is committed to making ongoing investments in our Lightspeed Alert technology to improve the product even further. The new machine learning capabilities help build the foundation for ongoing refinement and updates to the model, including regular updates to incorporate the latest information (i.e., new slang) and improve accuracy even further.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Fra vold og tanker om d\u00f8den i Hamlet til det dramatiske dobbeltselvmord i slutningen af Romeo og Julie er Shakespeares v\u00e6rker fyldt med foruroligende temaer. Studenteropgaver om\u2026<\/p>","protected":false},"author":14,"featured_media":648,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_yoast_wpseo_focuskw":"Lightspeed Alert","_yoast_wpseo_title":"Lightspeed Alert\u2122 Adds Powerful New Machine Learning Capabilities to Increase Accuracy","_yoast_wpseo_metadesc":"New machine learning capabilities in Lightspeed Alert eliminate false positives from literature and assignments. Learn more from Lightspeed Systems.","footnotes":""},"categories":[1],"tags":[4,24],"class_list":["post-21147","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-lightspeed-alert","tag-student-safety"],"acf":{"authors":[531]},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.1 (Yoast SEO v27.1.1) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Lightspeed Alert\u2122 Adds Powerful New Machine Learning Capabilities to Increase Accuracy<\/title>\n<meta name=\"description\" content=\"New machine learning capabilities in Lightspeed Alert eliminate false positives from literature and assignments. Learn more from Lightspeed Systems.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.lightspeedsystems.com\/da\/blog\/lightspeed-alert-adds-powerful-new-machine-learning-capabilities-to-increase-accuracy\/\" \/>\n<meta property=\"og:locale\" content=\"da_DK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Lightspeed Alert\u2122 Adds Powerful New Machine Learning Capabilities to Increase Accuracy\" \/>\n<meta property=\"og:description\" content=\"New machine learning capabilities in Lightspeed Alert eliminate false positives from literature and assignments. Learn more from Lightspeed Systems.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.lightspeedsystems.com\/da\/blog\/lightspeed-alert-adds-powerful-new-machine-learning-capabilities-to-increase-accuracy\/\" \/>\n<meta property=\"og:site_name\" content=\"Lightspeed Systems\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/lightspeedsystems\/\" \/>\n<meta property=\"article:published_time\" content=\"2023-08-09T04:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-12-05T22:57:01+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.lightspeedsystems.com\/wp-content\/uploads\/2023\/10\/To-Kill-a-Mockingbird-_E2_80_94-Photo-by-Kabiur-Rahman-Riyad-on-Unsplash-1536x1111-2.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"723\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Irelene C\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@lightspeedsys\" \/>\n<meta name=\"twitter:site\" content=\"@lightspeedsys\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Lightspeed Systems\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutter\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.lightspeedsystems.com\/sv\/blog\/lightspeed-alert-adds-powerful-new-machine-learning-capabilities-to-increase-accuracy\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.lightspeedsystems.com\/sv\/blog\/lightspeed-alert-adds-powerful-new-machine-learning-capabilities-to-increase-accuracy\/\"},\"author\":{\"name\":\"Irelene C\",\"@id\":\"https:\/\/www.lightspeedsystems.com\/zh\/#\/schema\/person\/b2d65d2b53e3b886eb2380a1198e9a90\"},\"headline\":\"Lightspeed Alert\u2122 Adds Powerful New Machine Learning Capabilities to Increase Accuracy\",\"datePublished\":\"2023-08-09T04:00:00+00:00\",\"dateModified\":\"2024-12-05T22:57:01+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.lightspeedsystems.com\/sv\/blog\/lightspeed-alert-adds-powerful-new-machine-learning-capabilities-to-increase-accuracy\/\"},\"wordCount\":393,\"publisher\":{\"@id\":\"https:\/\/www.lightspeedsystems.com\/zh\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.lightspeedsystems.com\/sv\/blog\/lightspeed-alert-adds-powerful-new-machine-learning-capabilities-to-increase-accuracy\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.lightspeedsystems.com\/wp-content\/uploads\/2023\/10\/To-Kill-a-Mockingbird-_E2_80_94-Photo-by-Kabiur-Rahman-Riyad-on-Unsplash-1536x1111-2.png\",\"keywords\":[\"Lightspeed Alert\u2122\",\"Student Safety\"],\"articleSection\":[\"Uncategorized\"],\"inLanguage\":\"da-DK\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.lightspeedsystems.com\/sv\/blog\/lightspeed-alert-adds-powerful-new-machine-learning-capabilities-to-increase-accuracy\/\",\"url\":\"https:\/\/www.lightspeedsystems.com\/sv\/blog\/lightspeed-alert-adds-powerful-new-machine-learning-capabilities-to-increase-accuracy\/\",\"name\":\"Lightspeed Alert\u2122 Adds Powerful New Machine Learning Capabilities to Increase Accuracy\",\"isPartOf\":{\"@id\":\"https:\/\/www.lightspeedsystems.com\/zh\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.lightspeedsystems.com\/sv\/blog\/lightspeed-alert-adds-powerful-new-machine-learning-capabilities-to-increase-accuracy\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.lightspeedsystems.com\/sv\/blog\/lightspeed-alert-adds-powerful-new-machine-learning-capabilities-to-increase-accuracy\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.lightspeedsystems.com\/wp-content\/uploads\/2023\/10\/To-Kill-a-Mockingbird-_E2_80_94-Photo-by-Kabiur-Rahman-Riyad-on-Unsplash-1536x1111-2.png\",\"datePublished\":\"2023-08-09T04:00:00+00:00\",\"dateModified\":\"2024-12-05T22:57:01+00:00\",\"description\":\"New machine learning capabilities in Lightspeed Alert eliminate false positives from literature and assignments. 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