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AI detectors, including ChatGPT detectors, are now part of many classrooms. They are often used to support academic integrity, but disagreements between detector results and teacher judgment are becoming more common. A single assignment may receive conflicting scores from different tools, or a detector may flag work that a teacher believes is clearly student-written. In
AI detectors were quickly adopted in classrooms as a solution to growing concerns about AI-generated assignments. At first, many teachers believed these tools would offer clear answers and protect academic integrity. Over time, however, teachers have started to question how much they can truly trust AI detector results. Inconsistent scores, false accusations, and lack of
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