Despite their potential, AI detectors often fall short of accurately identifying and mitigating cheating.
The statistics paint a grim picture. While the detectors exhibited near-perfection in evaluating essays written by US-born eighth-graders, they mistakenly categorized over half of the Test of English as a Foreign Language essays written by non-native English students as AI-generated.
Zou and his co-authors emphasize that non-native speakers often score lower on perplexity measures such as lexical richness, lexical diversity, syntactic complexity, and grammatical complexity.. They highlight potential instances where foreign-born students and workers might face unfair accusations or even penalties due to false cheating claims. The ethical implications of such scenarios are a cause for concern.
By requesting generative AI systems to "rewrite" essays with more sophisticated language, students attempting to cheat can easily bypass the detectors. Zou provides a simple example, where a student utilizing ChatGPT might input AI-generated text with the prompt: "Elevate the provided text by employing literary language."
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