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    <title>NotBot Blog</title>
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    <description>Research-backed guides on AI-detector accuracy, what to do when you are wrongly accused of using AI, and how to respond to an academic integrity hearing.</description>
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    <lastBuildDate>Wed, 03 Jun 2026 12:43:43 GMT</lastBuildDate>
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      <title><![CDATA[2023 Research on AI Detector Accuracy and False Positives]]></title>
      <link>https://notbot.app/blog/cambridge-study-ai-detection-accuracy-false-positives</link>
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      <description><![CDATA[Peer-reviewed 2023 research found AI detectors miss AI text and flag human writing often enough to fail evidentiary standards. Here is what to cite and how.]]></description>
      <pubDate>Wed, 03 Jun 2026 00:00:00 GMT</pubDate>
      <category><![CDATA[Research]]></category>
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      <title><![CDATA[Stanford Research on AI Detection False Accusations: What to Cite]]></title>
      <link>https://notbot.app/blog/stanford-university-ai-detection-false-accusation</link>
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      <description><![CDATA[The Stanford Liang et al. study is the most-cited evidence that AI detectors falsely flag human writing. Here is what it found and how to use it in your defense.]]></description>
      <pubDate>Mon, 01 Jun 2026 00:00:00 GMT</pubDate>
      <category><![CDATA[News]]></category>
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      <title><![CDATA[UCSB Engineering Report Cleared After Turnitin AI False Positive]]></title>
      <link>https://notbot.app/blog/uc-santa-barbara-turnitin-ai-detection-false-positive-engineering</link>
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      <description><![CDATA[A UC Santa Barbara engineering student is cleared after Turnitin flagged a human-written lab report. Here is why engineering writing trips detectors and what cleared the case.]]></description>
      <pubDate>Sun, 31 May 2026 00:00:00 GMT</pubDate>
      <category><![CDATA[News]]></category>
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      <title><![CDATA[AI Detection Bias Against Non-Native English Writers: The Research]]></title>
      <link>https://notbot.app/blog/uc-davis-ai-detection-non-native-english-bias-study</link>
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      <description><![CDATA[Peer-reviewed studies find AI detectors flag non-native English writing at strikingly high rates. Here is what the research shows and how to cite it in a UC defense.]]></description>
      <pubDate>Fri, 29 May 2026 00:00:00 GMT</pubDate>
      <category><![CDATA[Research]]></category>
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      <title><![CDATA[UGA History Paper Cleared After Turnitin AI False Positive]]></title>
      <link>https://notbot.app/blog/university-of-georgia-turnitin-false-positive-history-paper</link>
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      <description><![CDATA[A University of Georgia student was accused of AI use after Turnitin flagged a human-written history paper. Manual review dismissed the case. Here is what worked.]]></description>
      <pubDate>Mon, 25 May 2026 00:00:00 GMT</pubDate>
      <category><![CDATA[News]]></category>
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    <item>
      <title><![CDATA[AI Detector False Positives on Non-Native English Students]]></title>
      <link>https://notbot.app/blog/false-positive-ai-detection-non-native-english-students</link>
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      <description><![CDATA[Published research finds AI detectors misclassify non-native English student writing as AI-generated at strikingly high rates. Here is what the studies show and how to use them.]]></description>
      <pubDate>Sat, 23 May 2026 00:00:00 GMT</pubDate>
      <category><![CDATA[Research]]></category>
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      <title><![CDATA[GPTZero and Turnitin False Positives on Non-Native Writers]]></title>
      <link>https://notbot.app/blog/gpt-zero-turnitin-false-positive-non-native-english-study</link>
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      <description><![CDATA[A Stanford study found GPTZero and similar detectors misclassify TOEFL essays from non-native English speakers at striking rates. Here is what the research shows and how to use it.]]></description>
      <pubDate>Thu, 21 May 2026 00:00:00 GMT</pubDate>
      <category><![CDATA[Research]]></category>
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    <item>
      <title><![CDATA[Flagged for AI After Writing in Formal Academic Style]]></title>
      <link>https://notbot.app/blog/washington-university-st-louis-ai-detection-false-accusation</link>
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      <description><![CDATA[History essays with formal, period-appropriate phrasing are triggering AI detectors. Here is why careful academic writing gets flagged and what evidence reverses these cases.]]></description>
      <pubDate>Tue, 19 May 2026 00:00:00 GMT</pubDate>
      <category><![CDATA[News]]></category>
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      <title><![CDATA[UC Davis and AI Detection False Accusations: The Pattern]]></title>
      <link>https://notbot.app/blog/uc-davis-ai-detection-false-accusation-history-essay</link>
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      <description><![CDATA[Students at UC Davis and other UC campuses are being accused of AI use based on detector scores. Here is the documented pattern and what reverses these cases on appeal.]]></description>
      <pubDate>Sun, 17 May 2026 00:00:00 GMT</pubDate>
      <category><![CDATA[News]]></category>
    </item>

    <item>
      <title><![CDATA[Grammarly and AI Detection: Why Editing Tools Trigger False Positives]]></title>
      <link>https://notbot.app/blog/university-texas-austin-grammarly-ai-detection-case</link>
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      <description><![CDATA[Students using Grammarly for grammar edits are being flagged by AI detectors. Here is why the false positive happens and how to document your writing process in response.]]></description>
      <pubDate>Fri, 15 May 2026 00:00:00 GMT</pubDate>
      <category><![CDATA[News]]></category>
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    <item>
      <title><![CDATA[Turnitin AI Detection and Non-Native English Writers: The Research]]></title>
      <link>https://notbot.app/blog/turnitin-ai-detection-bias-non-native-english-speakers</link>
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      <description><![CDATA[Published research shows AI detectors flag non-native English writing at sharply higher rates. Here is what the studies found and how to cite them in your defense.]]></description>
      <pubDate>Thu, 14 May 2026 00:00:00 GMT</pubDate>
      <category><![CDATA[Research]]></category>
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      <title><![CDATA[AI Detector Scores Are Not Proof: What the Research Shows]]></title>
      <link>https://notbot.app/blog/ai-detectors-false-positive-rates</link>
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      <description><![CDATA[Independent researchers have found significant limitations in AI detection tools. Here is what the evidence actually says about accuracy, bias, and what a detection score can and cannot establish.]]></description>
      <pubDate>Tue, 12 May 2026 00:00:00 GMT</pubDate>
      <category><![CDATA[Research]]></category>
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