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融合公共卫生与自动化方法以应对网络仇恨言论。

Merging public health and automated approaches to address online hate speech.

作者信息

Nguyen Tina

机构信息

University of Texas Medical Branch, 301 University Blvd, Galveston, TX 77555 USA.

出版信息

AI Ethics. 2023 Apr 12:1-10. doi: 10.1007/s43681-023-00281-w.

Abstract

The COVID-19 pandemic sparked a rise in misinformation from various media sources, which contributed to the heightened severity of hate speech. The upsurgence of hate speech online has devastatingly translated to real-life hate crimes, which saw an increase of 32% in 2020 in the United States alone (U.S. Department of Justice 2022). In this paper, I explore the current effects of hate speech and why hate speech should be widely recognized as a public health issue. I also discuss current artificial intelligence (AI) and machine learning (ML) strategies to mitigate hate speech along with the ethical concerns with using these technologies. Future considerations to improve AI/ML are also examined. Through analyzing these two contrasting methodologies (public health versus AI/ML), I argue that these two approaches applied by themselves are not efficient or sustainable. Therefore, I propose a third approach that combines both AI/ML and public health. With this proposed approach, the reactive side of AI/ML and the preventative nature of public health measures are united to develop an effective manner of addressing hate speech.

摘要

新冠疫情引发了各类媒体来源的错误信息激增,这加剧了仇恨言论的严重程度。网络上仇恨言论的激增已灾难性地转化为现实生活中的仇恨犯罪,仅在美国,2020年此类犯罪就增加了32%(美国司法部,2022年)。在本文中,我探讨了仇恨言论的当前影响以及为何仇恨言论应被广泛视为一个公共卫生问题。我还讨论了当前减轻仇恨言论的人工智能(AI)和机器学习(ML)策略以及使用这些技术时的伦理问题。同时也研究了改进人工智能/机器学习未来需要考虑的因素。通过分析这两种截然不同的方法(公共卫生与人工智能/机器学习),我认为单独应用这两种方法效率不高且不可持续。因此,我提出了第三种方法,即将人工智能/机器学习与公共卫生相结合。通过这种提议的方法,人工智能/机器学习的反应性方面与公共卫生措施的预防性本质相结合,以形成一种应对仇恨言论的有效方式。

相似文献

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Is hate speech detection the solution the world wants?仇恨言论检测是世界所需要的解决方案吗?
Proc Natl Acad Sci U S A. 2023 Mar 7;120(10):e2209384120. doi: 10.1073/pnas.2209384120. Epub 2023 Feb 27.

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