{"id":8990,"date":"2024-08-21T15:07:08","date_gmt":"2024-08-21T19:07:08","guid":{"rendered":"https:\/\/portfolios.cs.earlham.edu\/?page_id=8990"},"modified":"2025-05-14T16:20:13","modified_gmt":"2025-05-14T20:20:13","slug":"luke-rodgers","status":"publish","type":"page","link":"https:\/\/portfolios.cs.earlham.edu\/index.php\/students\/2024-2\/cs488\/luke-rodgers\/","title":{"rendered":"Luke Rodgers"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Introduction<\/h2>\n\n\n\n<p>I am a Computer Science and Sociology\/Anthropology Major. My project is an LLM-utilizing natural language search feature to replace inflexible text search like Ctrl+f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Abstract<\/h2>\n\n\n\n<p>In my work, I have identified a task adjacent to those that large language models are frequently asked to perform: search through text, as a potential area of growth given recent natural language processing advancements due to large language models. Search through text refers to finding parts of a given text based on a user prompt, like Ctrl+f. My system is designed to allow the user to search through text not with keywords, but with natural language. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Graphical Abstract<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Graphical-Abstract-v3-1024x576.png\" alt=\"\" class=\"wp-image-10093\" srcset=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Graphical-Abstract-v3-1024x576.png 1024w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Graphical-Abstract-v3-300x169.png 300w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Graphical-Abstract-v3-768x432.png 768w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Graphical-Abstract-v3-1536x864.png 1536w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Graphical-Abstract-v3.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Project Report<\/h2>\n\n\n\n<div class=\"wp-block-file\"><a href=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Technical_Report-Final-Luke-Rodgers.pdf\">Natural Language Text Search Technical Report<\/a><a href=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Technical_Report-Final-Luke-Rodgers.pdf\" class=\"wp-block-file__button\" download>Download<\/a><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Data Architecture Diagram<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Data-Architecture-Diagram-v3-1024x576.png\" alt=\"\" class=\"wp-image-10094\" srcset=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Data-Architecture-Diagram-v3-1024x576.png 1024w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Data-Architecture-Diagram-v3-300x169.png 300w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Data-Architecture-Diagram-v3-768x432.png 768w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Data-Architecture-Diagram-v3-1536x864.png 1536w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Data-Architecture-Diagram-v3.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Poster<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Poster-Final.png\" alt=\"\" class=\"wp-image-10103\" srcset=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Poster-Final.png 1024w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Poster-Final-300x225.png 300w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/05\/Poster-Final-768x576.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Gitlab<\/h2>\n\n\n\n<p><a href=\"https:\/\/code.cs.earlham.edu\/lrodge21\/search-text-with-natural-language\/-\/tree\/main\">https:\/\/code.cs.earlham.edu\/lrodge21\/search-text-with-natural-language\/-\/tree\/main<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction I am a Computer Science and Sociology\/Anthropology Major. My project is an LLM-utilizing natural language search feature to replace inflexible text search like Ctrl+f. Abstract In my work, I have identified a task adjacent to those that large language &hellip; <a href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/students\/2024-2\/cs488\/luke-rodgers\/\">Read More<\/a><\/p>\n","protected":false},"author":151,"featured_media":0,"parent":8534,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-8990","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Luke Rodgers - CS\/DS Student Portfolios<\/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:\/\/portfolios.cs.earlham.edu\/index.php\/students\/2024-2\/cs488\/luke-rodgers\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Luke Rodgers - CS\/DS Student Portfolios\" \/>\n<meta property=\"og:description\" content=\"Introduction I am a Computer Science and Sociology\/Anthropology Major. 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