{"id":4529,"date":"2026-04-09T15:14:37","date_gmt":"2026-04-09T19:14:37","guid":{"rendered":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/?p=4529"},"modified":"2026-04-14T19:52:02","modified_gmt":"2026-04-14T23:52:02","slug":"prompt-injection-attacks-in-llms","status":"publish","type":"post","link":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/2026\/04\/prompt-injection-attacks-in-llms\/","title":{"rendered":"Prompt Injection Attacks in LLMs"},"content":{"rendered":"\n<article style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif;color: #333;line-height: 1.6;max-width: 800px;margin: 0 auto;padding: 10px 0\">\n\n    <table style=\"border-collapse: collapse;width: 100%;margin-bottom: 30px;border: none\">\n        <tr style=\"border-bottom: 1px solid #eee\">\n            <td style=\"padding: 15px 0;width: 160px;font-weight: bold;color: #666;vertical-align: top;text-transform: uppercase;font-size: 13px;letter-spacing: 0.5px\">Vision<\/td>\n            <td style=\"padding: 15px 10px;color: #444;vertical-align: top\">Our vision is to address prompt injection attacks and threats by studying\/researching the existing attacks and their risk against LLMs. We will reimplement these attacks in our own environment to test their success and see how they perform against different LLMs. We will focus on categorizing these different attacks and comparing them based on the type, results, and metrics used.<\/td>\n        <\/tr>\n\n        <tr style=\"border-bottom: 1px solid #eee\">\n            <td style=\"padding: 15px 0;font-weight: bold;color: #666;vertical-align: top;text-transform: uppercase;font-size: 13px;letter-spacing: 0.5px\">Mission<\/td>\n            <td style=\"padding: 15px 10px;color: #444;vertical-align: top\">Our mission is to research and learn more about recent prompt injection attacks and to learn about previous defense mechanisms that have been successful in combatting such attacks. We also aim to recreate different prompt injection attacks and evaluate their performance. As well as compare and contrast the different attacks we each select based on the results.<\/td>\n        <\/tr>\n\n        <tr style=\"border-bottom: 1px solid #eee\">\n            <td style=\"padding: 15px 0;width: 160px;font-weight: bold;color: #666;vertical-align: top;text-transform: uppercase;font-size: 13px;letter-spacing: 0.5px\">Team Members<\/td>\n            <td style=\"padding: 15px 10px;color: #111;vertical-align: top\">Morgan Dininger, Akanksha Dabas, Audrey Meadows, and Drishya Pradhan<\/td>\n        <\/tr>\n        \n        <tr style=\"border-bottom: 1px solid #eee\">\n            <td style=\"padding: 15px 0;font-weight: bold;color: #666;vertical-align: top;text-transform: uppercase;font-size: 13px;letter-spacing: 0.5px\">Client<\/td>\n            <td style=\"padding: 15px 10px;color: #111;vertical-align: top\">Dr. Honglu Jiang<\/td>\n        <\/tr>\n\n        <tr style=\"border-bottom: 1px solid #eee\">\n            <td style=\"padding: 15px 0;font-weight: bold;color: #666;vertical-align: top;text-transform: uppercase;font-size: 13px;letter-spacing: 0.5px\">Site<\/td>\n            <td style=\"padding: 15px 10px;vertical-align: top\"><span style=\"color: #999\">N\/A<\/span><\/td>\n        <\/tr>\n    <\/table>\n\n    <nav style=\"font-size: 14px;margin-top: 40px;border-top: 1px solid #eee;padding-top: 20px\">\n        <a href=\"spring-2026-project-list\" style=\"color: #005a8d;text-decoration: none;font-weight: 500\">&laquo; Back to Project List<\/a> \n        <span style=\"margin: 0 15px;color: #ccc\">|<\/span>\n        <a href=\"spring-2026-qa-schedule\" style=\"color: #005a8d;text-decoration: none;font-weight: 500\">Q&amp;A Schedule &raquo;<\/a>\n    <\/nav>\n\n<\/article>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Prompt Injection Attacks\" width=\"770\" height=\"433\" src=\"https:\/\/www.youtube.com\/embed\/eqQLBYCH2qY?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Review and assess current prompt injection attacks and implement successful defense mechanisms.<\/p>\n","protected":false},"author":3017,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"chat","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[35,40,104],"tags":[112,118],"class_list":["post-4529","post","type-post","status-publish","format-chat","hentry","category-faculty","category-rd","category-spring-2026","tag-llm_sec","tag-rd","post_format-post-format-chat"],"_links":{"self":[{"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/posts\/4529","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/users\/3017"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/comments?post=4529"}],"version-history":[{"count":1,"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/posts\/4529\/revisions"}],"predecessor-version":[{"id":4848,"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/posts\/4529\/revisions\/4848"}],"wp:attachment":[{"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/media?parent=4529"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/categories?post=4529"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/tags?post=4529"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}