人工智能在自然语言中更与社会主导群体有刻板印象的联系
Zixi Wang1,2, Haodong Xia1,2, Han Wu Shuang Bao3
1State Key Laboratory of Cognitive Science and Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, 100101, China.
Advanced science (Weinheim, Baden-Wurttemberg, Germany)
|July 28, 2025
概括
人工智能 (AI) 被认为是高能力的,但与优势社会群体相比较不大. 这种偏见可能会加强现有的社会不平等,并造成"人工智能分歧".
科学领域:
- 社会心理学 社会心理学
- 人工智能研究 人工智能研究
- 技术社会学技术的社会学.
背景情况:
- 人工智能 (AI) 扮演着至关重要的社会角色,但其社会代表性尚未得到充分研究.
- 了解公众对人工智能的看法对于公平的社会融合至关重要.
研究的目的:
- 调查人工智能的社会代表性,特别是它与温暖和能力的关联.
- 检查人工智能与社会优势群体和弱势群体之间的联系.
- 分析人工智能对高声望和低声望职业的影响.
主要方法:
- 在四项研究中利用了基于语言的分析,包括静态词嵌入,BERT和GPT-4o.
- 包含了人类参与者实验验证,以获得可靠的结果.
- 应用了刻板印象内容模型来评估热量竞争维度.
主要成果:
- 人工智能与高能力密切相关,具有可变的温暖关联.
- 人工智能证明了与优势人口群体 (例如男性,白人,富人) 的更密切的语义联系.
- 高声望的职业比低声望的职业更强烈地与人工智能的好处有关.
结论:
- 公众对人工智能的看法系统地偏向于社会主导群体.
- 这种偏见可能会加剧现有的社会不平等.
- 调查结果突出了人们对新兴气候变化的担忧.
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