The idea is simple: use an existing LLM to estimate the probability of each word appearing in a given sentence. If nearly every word ranks high in the LLM’s predictions (e.g., in the Top-N), the sentence is likely AI-generated. Conversely, if many words are unexpected, it’s more likely human-written.
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63-летняя Деми Мур вышла в свет с неожиданной стрижкой17:54，这一点在体育直播中也有详细论述
// Bloom filter impl
。体育直播是该领域的重要参考
Елена Торубарова (Редактор отдела «Россия»)
However, now that we have our own from-scratch implementation, syntax highlighting is as simple as calling a syntax_highlight function on our input string to add the necessary color-codes before printing it::，更多细节参见体育直播