arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2206.09024cs.SI
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叙利亚难民的党派US新闻媒体代表

Partisan US News Media Representations of Syrian Refugees

Keyu Chen, Marzieh Babaeianjelodar, Yiwen Shi, Kamila Janmohamed, Rupak Sarkar, Ingmar Weber, Thomas Davidson, Munmun De Choudhury, Jonathan Huang, Shweta Yadav… 展开作者

Keyu Chen, Marzieh Babaeianjelodar, Yiwen Shi, Kamila Janmohamed, Rupak Sarkar, Ingmar Weber, Thomas Davidson, Munmun De Choudhury, Jonathan Huang, Shweta Yadav, Ashique Khudabukhsh, Preslav Ivanov Nakov, Chris Bauch, Orestis Papakyriakopoulos, Kaveh Khoshnood, Navin Kumar

摘要:

我们调查了叙利亚难民(2011-2021)的代表性如何在美国党派新闻媒体中有所不同。我们分析了47,388篇来自美国在线媒体的关于叙利亚难民的文章,以详细说明左倾和右倾媒体在报道方面的差异。我们使用各种NLP技术来理解这些差异。我们的两极分化和问答结果表明,左倾媒体倾向于将难民描述为儿童受害者,在美国受到欢迎,而右倾媒体则将难民描述为伊斯兰恐怖分子。我们注意到随着时间的推移,我们的情绪和攻击性言论得分也有类似的结果,这些得分详细说明了难民在右倾媒体中可能的不利表现。我们工作的一个优势是我们应用的不同技术如何相互验证。根据我们的研究结果,我们提出了一些建议。利益相关者可以利用我们的研究结果来干预难民的陈述,并设计沟通活动,改善社会看待难民的方式,并可能帮助难民的结果。

英文摘要:

We investigate how representations of Syrian refugees (2011-2021) differ across US partisan news outlets. We analyze 47,388 articles from the online US media about Syrian refugees to detail differences in reporting between left- and right-leaning media. We use various NLP techniques to understand these differences. Our polarization and question answering results indicated that left-leaning media tended to represent refugees as child victims, welcome in the US, and right-leaning media cast refugees as Islamic terrorists. We noted similar results with our sentiment and offensive speech scores over time, which detail possibly unfavorable representations of refugees in right-leaning media. A strength of our work is how the different techniques we have applied validate each other. Based on our results, we provide several recommendations. Stakeholders may utilize our findings to intervene around refugee representations, and design communications campaigns that improve the way society sees refugees and possibly aid refugee outcomes.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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