论文标题

在社交媒体中与19号的Infodemic作斗争:整体观点和呼吁武器

Fighting the COVID-19 Infodemic in Social Media: A Holistic Perspective and a Call to Arms

论文作者

Alam, Firoj, Dalvi, Fahim, Shaar, Shaden, Durrani, Nadir, Mubarak, Hamdy, Nikolov, Alex, Martino, Giovanni Da San, Abdelali, Ahmed, Sajjad, Hassan, Darwish, Kareem, Nakov, Preslav

论文摘要

随着Covid-19的大流行的爆发,人们转向社交媒体阅读并分享及时的信息,包括统计,警告,建议和鼓舞人心的故事。不幸的是,除了所有这些有用的信息外,医疗和政治错误信息和虚假信息也有了新的融合,这引起了首个全球不变。虽然通常会考虑到这种不可测量的事实,但由于恶意内容不仅包括虚假新闻,谣言和阴谋论,而且还促进了假疗法,恐慌,种族主义,Xenophobia,以及在当局中的不当信任。这是一个复杂的问题,需要一种整体方法,结合了记者,事实检查者,政策制定者,政府实体,社交媒体平台和整个社会的观点。考虑到它们,我们定义了注释模式和详细的注释指示,这些说明反映了这些观点。我们使用此架构进行了初始注释,我们的初始实验证明了对基准的改进。现在,我们通过支持我们的众包注释努力来向研究界及其他地区发出武器的呼吁。

With the outbreak of the COVID-19 pandemic, people turned to social media to read and to share timely information including statistics, warnings, advice, and inspirational stories. Unfortunately, alongside all this useful information, there was also a new blending of medical and political misinformation and disinformation, which gave rise to the first global infodemic. While fighting this infodemic is typically thought of in terms of factuality, the problem is much broader as malicious content includes not only fake news, rumors, and conspiracy theories, but also promotion of fake cures, panic, racism, xenophobia, and mistrust in the authorities, among others. This is a complex problem that needs a holistic approach combining the perspectives of journalists, fact-checkers, policymakers, government entities, social media platforms, and society as a whole. Taking them into account we define an annotation schema and detailed annotation instructions, which reflect these perspectives. We performed initial annotations using this schema, and our initial experiments demonstrated sizable improvements over the baselines. Now, we issue a call to arms to the research community and beyond to join the fight by supporting our crowdsourcing annotation efforts.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源