评估重写工具对语言多样性的潜在威胁
Quantifying the Risks of Tool-assisted Rephrasing to Linguistic Diversity
- 通过多领域语料分析重写工具的语义与词汇影响
- 发现大规模使用导致语言表达趋同，多样性下降
- 适合关注AI辅助写作风险的研究者与内容创作者
写作助手和大语言模型在文本生成中被广泛使用。尽管其对个体用户的有效性已有研究，但当大量用户采用时，它们是否会改变语言或降低语言丰富性仍不清楚。本文首次尝试量化这一风险，通过在多领域人类生成文本语料上测量重写工具带来的语义和词汇变化，揭示其对语言多样性的潜在负面影响。
原文摘要 · Abstract (English)
Writing assistants and large language models see widespread use in the creation of text content. While their effectiveness for individual users has been evaluated in the literature, little is known about their proclivity to change language or reduce its richness when adopted by a large user base. In this paper, we take a first step towards quantifying this risk by measuring the semantic and vocabulary change enacted by the use of rephrasing tools on a multi-domain corpus of human-generated text.
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