论文标题
检测针对COVID-19疫苗的阴谋论
Detecting Conspiracy Theory Against COVID-19 Vaccines
论文作者
论文摘要
自疫苗接种试验开始以来,社交媒体一直充斥着反疫苗接种的评论和阴谋信念。随着一天的流逝,19个案件的数量增加了,在线平台和一些新闻门户网站招待了共享不同的阴谋论。最受欢迎的阴谋信念是5G网络传播Covid-19与中国政府将病毒传播为生物武器的联系,该病毒最初引起了种族仇恨。尽管有些怀疑对社会的影响较小,但另一些人造成了巨大的破坏。例如,5G阴谋导致了5G塔的燃烧,对中国生物武器故事的信念促进了对亚裔美国人的攻击。另一个流行的阴谋信念是,比尔·盖茨(Bill Gates)通过启动大规模疫苗接种计划来追踪所有人,传播了这种冠状病毒病(Covid-19)。这种阴谋信念在外行中造成了不信任的问题,并引起了疫苗的犹豫。这项研究旨在在社会平台上发现针对疫苗的阴谋论。我们对与COVID-19疫苗有关的598个独特样本评论进行了情感分析。我们使用了两种不同的模型,即Bert和Perspective API,以找出对Covid-19疫苗的句子的情感和毒性。
Since the beginning of the vaccination trial, social media has been flooded with anti-vaccination comments and conspiracy beliefs. As the day passes, the number of COVID- 19 cases increases, and online platforms and a few news portals entertain sharing different conspiracy theories. The most popular conspiracy belief was the link between the 5G network spreading COVID-19 and the Chinese government spreading the virus as a bioweapon, which initially created racial hatred. Although some disbelief has less impact on society, others create massive destruction. For example, the 5G conspiracy led to the burn of the 5G Tower, and belief in the Chinese bioweapon story promoted an attack on the Asian-Americans. Another popular conspiracy belief was that Bill Gates spread this Coronavirus disease (COVID-19) by launching a mass vaccination program to track everyone. This Conspiracy belief creates distrust issues among laypeople and creates vaccine hesitancy. This study aims to discover the conspiracy theory against the vaccine on social platforms. We performed a sentiment analysis on the 598 unique sample comments related to COVID-19 vaccines. We used two different models, BERT and Perspective API, to find out the sentiment and toxicity of the sentence toward the COVID-19 vaccine.