西方和香港对2019-2020年抗议活动报道的混合方法分析

Arya D. McCarthy, James Scharf, G. Dore
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引用次数: 5

摘要

我们将自然语言处理的统计技术应用于西方和香港的英语报纸文章,这些文章讨论了2019-2020年香港反引渡法修正案运动的抗议活动。主题建模检测报告的中心主题,并显示针对一个国家、两个系统的不同议程。基于嵌入的用法变化(在单词层面)和情感分析(在文档层面)都支持香港的报道更消极,更情绪化。双向测试表明,尽管2019年7月1日是媒体报道的转折点,但抗议活动开始时,西方和香港报道之间的差异并没有扩大;相反,它们已经存在了。综上所述,这些研究结果阐明了在整个运动中,香港对行动主义的描述是如何演变的。
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A Mixed-Methods Analysis of Western and Hong Kong–based Reporting on the 2019–2020 Protests
We apply statistical techniques from natural language processing to Western and Hong Kong–based English language newspaper articles that discuss the 2019–2020 Hong Kong protests of the Anti-Extradition Law Amendment Bill Movement. Topic modeling detects central themes of the reporting and shows the differing agendas toward one country, two systems. Embedding-based usage shift (at the word level) and sentiment analysis (at the document level) both support that Hong Kong–based reporting is more negative and more emotionally charged. A two-way test shows that while July 1, 2019 is a turning point for media portrayal, the differences between western- and Hong Kong–based reporting did not magnify when the protests began; rather, they already existed. Taken together, these findings clarify how the portrayal of activism in Hong Kong evolved throughout the Movement.
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