{"id":22563,"date":"2026-01-28T12:03:49","date_gmt":"2026-01-28T15:33:49","guid":{"rendered":"https:\/\/blog.citl.mun.ca\/instructionalresources\/?p=22563"},"modified":"2026-02-04T15:40:34","modified_gmt":"2026-02-04T19:10:34","slug":"recognizing-possible-use-of-generative-ai","status":"publish","type":"post","link":"https:\/\/blog.citl.mun.ca\/instructionalresources\/recognizing-possible-use-of-generative-ai\/","title":{"rendered":"Recognizing Possible Use of Generative AI\u00a0"},"content":{"rendered":"<p>Establishing clear expectations for generative artificial intelligence (GAI) in your course is the first step in supporting student learning. Once you have&nbsp;established&nbsp;how students may or may not use GAI in your course, consider some of the ways you can ensure these expectations are&nbsp;being met. This resource can help you interpret student work and&nbsp;identify&nbsp;patterns that may&nbsp;indicate&nbsp;GAI use.&nbsp;<\/p>\n<p>It can be helpful to look for patterns in student work rather than relying on one specific signal. The indicators below are grouped by strength and should be considered in relation to the course context, the assignment, and the student\u2019s prior work.&nbsp;<\/p>\n<h2 class=\"wp-block-heading\"><strong>Strong Indicators of Possible Use\u00a0<\/strong><\/h2>\n<p>These features, if present, can strongly suggest that a submission was generated or heavily&nbsp;assisted&nbsp;by GAI.&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">Explicit AI-Related Language&nbsp;<\/h3>\n<p>Some submissions&nbsp;contain&nbsp;phrasing that reflects how GAI tools \u201ctalk\u201d when responding to prompts. This may include language that positions the writer as an assistant rather than a student, such as:&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li>Statements that distance the writer from the work (e.g., suggesting the writer conduct the experiment or&nbsp;write&nbsp;the paper)&nbsp;<\/li>\n<li>References to being an AI or lacking human experience or emotion&nbsp;<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">Sources and Citation Issues&nbsp;<\/h3>\n<p>GAI tools are prone to fabricating or misusing sources. Concerning patterns may include:&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li>Citations to research, books, or authors that do not exist&nbsp;<\/li>\n<li>Use of real sources that are unrelated to the course, assignment, or discipline&nbsp;<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">Strong Similarity to GenAI Output&nbsp;<\/h3>\n<p>A submission may stand out if it closely mirrors GAI-generated text while differing noticeably from peers\u2019 work. This can include:&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li>Unusual formatting, phrasing, or organizational choices&nbsp;<\/li>\n<li>A combination of errors, sources, or stylistic features that align with GAI output rather than course expectations or norms&nbsp;<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\"><strong>Moderate Indicators of Possible Use<\/strong>\u00a0<\/h2>\n<p>These features may raise concern but are&nbsp;generally not&nbsp;sufficient on their own to&nbsp;determine&nbsp;whether GAI was used.&nbsp;&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">Factual Inaccuracies<\/h3>\n<p>&nbsp;Because GAI tools generate text based on patterns rather than understanding, they may present incorrect or invented information confidently.&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">Generic or Vague Content&nbsp;<\/h3>\n<p>GAI-produced writing often lacks specificity. This can show up as:&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li>Broad, surface-level discussion&nbsp;<\/li>\n<li>Minimal engagement with course readings, lectures, or disciplinary concepts&nbsp;<\/li>\n<li>Language that sounds polished but says&nbsp;very little&nbsp;<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">Failure to Address the Prompt&nbsp;<\/h3>\n<p>Some submissions may appear&nbsp;well written&nbsp;yet do not meaningfully respond to the assignment question or task, suggesting a mismatch between the prompt and the generated output.&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">Uncharacteristic Language Patterns&nbsp;<\/h3>\n<p>Some&nbsp;possible indicators&nbsp;include:&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li>Repeated phrases or structures&nbsp;<\/li>\n<li>Inconsistent tone or word choice&nbsp;<\/li>\n<li>A level of vocabulary, grammar, or organization that is notably different from the student\u2019s prior work&nbsp;&nbsp;<\/li>\n<\/ul>\n<p>When considering language-related indicators, instructors should take care not to conflate GAI use with linguistic differences or legitimate use of grammar support tools.&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">Other Considerations&nbsp;&nbsp;<\/h3>\n<p>Whenever possible, concerns about GenAI misuse should be grounded in comparison with the student\u2019s own prior work.&nbsp;<\/p>\n<p>When concerns arise about suspected unauthorized GAI use, instructors can invite the student to discuss their decision-making and their writing process in completing the assignment. Depending on the course context, it may also be&nbsp;appropriate to&nbsp;request drafts, notes, or reflective process statements if these elements were not built into the assessment design.&nbsp;&nbsp;<\/p>\n<h2 class=\"wp-block-heading\"><strong>Generative Artificial Intelligence (GAI) Content Detectors\u00a0<\/strong><\/h2>\n<p>Flags from approved detection tools may be considered as part of a broader review but should not be treated as definitive evidence on their own.&nbsp;<\/p>\n<p><a href=\"https:\/\/www.mun.ca\/senate\/media\/production\/memorial\/administrative\/senate\/media-library\/reports\/Statement%20on%20Generative%20AI.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Memorial\u2019s statement<\/a>&nbsp;on GAI&nbsp;provides guidance on the use of GAI detection tools as evidence to levy academic misconduct allegations.&nbsp;<em>The use of GAI detection tools is not recommended,<\/em>&nbsp;<em>and their results cannot be the sole basis for&nbsp;an academic&nbsp;misconduct allegation.<\/em>&nbsp;While some tools may be more&nbsp;accurate&nbsp;than others in their&nbsp;analysis,&nbsp;the results should not be considered definitive.&nbsp;&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">Challenges with GAI Detectors&nbsp;<\/h3>\n<ul class=\"wp-block-list\">\n<li>False Positives: GAI detection tools can incorrectly flag text as AI-generated. This is especially common for writers who use English as an&nbsp;additional&nbsp;language or employ unconventional styles. Overreliance on these tools can unfairly penalize students.&nbsp;<\/li>\n<li>Copyright: Some detection platforms store&nbsp;submitted&nbsp;text for future analysis, which may inadvertently expose students\u2019 original work or cited sources. Instructors should consider intellectual property and copyright implications before uploading student submissions.&nbsp;<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\"><strong>Resources<\/strong><\/h2>\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/mitsloanedtech.mit.edu\/ai\/teach\/ai-detectors-dont-work\">https:\/\/mitsloanedtech.mit.edu\/ai\/teach\/ai-detectors-dont-work<\/a><\/li>\n<li><a href=\"https:\/\/uwaterloo.ca\/copyright-at-waterloo\/teaching\/generative-artificial-intelligence\">https:\/\/uwaterloo.ca\/copyright-at-waterloo\/teaching\/generative-artificial-intelligence<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Establishing clear expectations for generative artificial intelligence (GAI) in your course is the first step in supporting student learning. Once you have&nbsp;established&nbsp;how students may or may not use GAI in your course, consider some of the ways you can ensure these expectations are&nbsp;being met. This resource can help you interpret student work and&nbsp;identify&nbsp;patterns that may&nbsp;indicate&nbsp;GAI [&hellip;]<\/p>\n","protected":false},"author":255,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[225],"tags":[241,259],"collection":[227],"class_list":["post-22563","post","type-post","status-publish","format-standard","hentry","category-generative-ai","tag-academic-integrity","tag-ai","collection-generative-ai"],"featured_image_src":null,"author_info":{"display_name":"simon","author_link":"https:\/\/blog.citl.mun.ca\/instructionalresources\/author\/simon\/"},"acf":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p7y0Lp-5RV","_links":{"self":[{"href":"https:\/\/blog.citl.mun.ca\/instructionalresources\/wp-json\/wp\/v2\/posts\/22563","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.citl.mun.ca\/instructionalresources\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.citl.mun.ca\/instructionalresources\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.citl.mun.ca\/instructionalresources\/wp-json\/wp\/v2\/users\/255"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.citl.mun.ca\/instructionalresources\/wp-json\/wp\/v2\/comments?post=22563"}],"version-history":[{"count":3,"href":"https:\/\/blog.citl.mun.ca\/instructionalresources\/wp-json\/wp\/v2\/posts\/22563\/revisions"}],"predecessor-version":[{"id":22585,"href":"https:\/\/blog.citl.mun.ca\/instructionalresources\/wp-json\/wp\/v2\/posts\/22563\/revisions\/22585"}],"wp:attachment":[{"href":"https:\/\/blog.citl.mun.ca\/instructionalresources\/wp-json\/wp\/v2\/media?parent=22563"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.citl.mun.ca\/instructionalresources\/wp-json\/wp\/v2\/categories?post=22563"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.citl.mun.ca\/instructionalresources\/wp-json\/wp\/v2\/tags?post=22563"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/blog.citl.mun.ca\/instructionalresources\/wp-json\/wp\/v2\/collection?post=22563"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}