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维基百科如何清理 AI 生成文本
2023 年维基百科志愿者发起了 WikiProject AI Cleanup 项目，旨在清理 AI 生成文本。当时的 AI 文本还很容易识别。项目创始成员 Ellia Lebleu 指出，当时的 AI 文本频繁使用奇怪短语如 stands as a testament、rich cultural heritage...甚至还喜欢插入总结性段落如 Why is this important? 但到了 2025 年 AI 生成文本特征变得更隐蔽了。AI 文本也更具结构性，偏好三法则（rule of three）、否定式平行等等。以前 AI 会产生虚假或误导性的文本引用，随着检索增强生成（Retrieval-Augmented Generation）技术的采用，这种现象变少了。然而今天 AI 虽然能找到真实引用来源，但仍然会经常曲解内容，文不对题的现象仍然很普遍。
https://spectrum.ieee.org/wikipedia-wikiproject-ai-writing-cleanup
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How Wikipedia cleans AI generated text
In 2023 Wikipedia volunteers launched the WikiProject AI Cleanup project to clean up the AI generation text. The then AI text is also easily identifiable. The founding member of the project, Ellia Lebleu, pointed out that the then AI text frequently uses strange phrases such as stands as a situation, rich partial heritage... and even likes to insert summary paragraphs such as why is this important? AI is also more structured, preferring three rules, negative parallels, etc. Previously AI produced false or misleading text references, which became less common with the introduction of Retrieval-Augmented General. Today, however, AI, while it is possible to find a true source of reference, it is still very common to misinterpret the content and the discrepancy is still widespread.
https://spectrum.ieee.org/wikipedia-wikiproject-ai-writing-cleanup
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