AI-generated text detectors achieve high benchmark accuracy by exploiting unstable dataset-specific linguistic features, as evidenced by cross-domain degradation and differing SHAP explanations across corpora.
Survey on ai-generated plagiarism detection: The impact of large language models on academic integrity.Journal of Academic Ethics, pages 1–34
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Why AI-Generated Text Detection Fails: Evidence from Explainable AI Beyond Benchmark Accuracy
AI-generated text detectors achieve high benchmark accuracy by exploiting unstable dataset-specific linguistic features, as evidenced by cross-domain degradation and differing SHAP explanations across corpora.