美国的种族优越性和美国性框架嵌入自然语言
Messi H J Lee1, Jacob M Montgomery2, Calvin K Lai3
1Division of Computational and Data Sciences, Washington University in St. Louis, St. Louis, MO 63130-4899, USA.
PNAS nexus
|January 26, 2024
概括
这项研究揭示了美国的种族框架,基于优越和美国性,嵌入了美国英语. 词嵌入显示了种族刻板印象是如何在语言上表现出来的,亚洲人被认为是比西班牙裔人更美国人.
科学领域:
- 计算语言学 计算语言学
- 社会语言学 社会语言学
- 心理学 心理学 心理学
背景情况:
- 美国社会是由种族层次结构构成的,沿着优越性/劣势性和美国性/外国性的维度.
- 语言分析提供了一种方法来经验地研究语言中社会偏见的嵌入.
研究的目的:
- 在美国英语的大体内调查美国种族框架的存在和性质.
- 确定词语嵌入是否能够捕捉和量化与优越性和美国性相关的种族刻板印象.
主要方法:
- 在当代美国英语 (COCA) 库中训练了一种词嵌入模型,这是一个包含10亿个单词的数据集,涵盖了30年和8个文本类别.
- 分析了种族/民族群体词语的接近性,以在语义空间内赋予代表优越性和美国性的词语.
主要成果:
- 该研究发现有经验证据表明,美国的种族框架深深植根于美国英语中.
- 词嵌入揭示了种族群体的独特定位,表明普遍存在的刻板印象.
- 具体来说,在分析的语言数据中,亚裔个人比西班牙裔个人更具"美国人"的刻板印象.
结论:
- 研究结果表明,美国英语中的语言表征反映和加强了社会种族框架和刻板印象.
- 词嵌入分析提供了一个强大的工具,用于揭示语言中微妙和普遍的偏见.
- 这项研究强调了理解语言偏见的重要性,以解决种族不平等问题.
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