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Understanding how different online communities engage with COVID-19 misinformation is critical for public health response, as misinformation confined to a small, isolated community of users poses a different public health risk than…

Social and Information Networks · Computer Science 2021-12-03 Matthew T. Osborne , Samuel S. Malloy , Erik C. Nisbet , Robert M. Bond , Joseph H. Tien

The pervasive influence of social media during the COVID-19 pandemic has been a double-edged sword, enhancing communication while simultaneously propagating misinformation. This \textit{Digital Infodemic} has highlighted the urgent need for…

Computation and Language · Computer Science 2024-12-24 Tanjim Bin Faruk

Social media has become an important communication channel during high impact events, such as the COVID-19 pandemic. As misinformation in social media can rapidly spread, creating social unrest, curtailing the spread of misinformation…

As the COVID-19 virus quickly spreads around the world, unfortunately, misinformation related to COVID-19 also gets created and spreads like wild fire. Such misinformation has caused confusion among people, disruptions in society, and even…

Social and Information Networks · Computer Science 2020-11-05 Limeng Cui , Dongwon Lee

The COVID-19 epidemic is considered as the global health crisis of the whole society and the greatest challenge mankind faced since World War Two. Unfortunately, the fake news about COVID-19 is spreading as fast as the virus itself. The…

Social and Information Networks · Computer Science 2020-11-24 Yichuan Li , Bohan Jiang , Kai Shu , Huan Liu

The massive spread of false information on social media has become a global risk especially in a global pandemic situation like COVID-19. False information detection has thus become a surging research topic in recent months. NLP4IF-2021…

Computation and Language · Computer Science 2021-04-27 Lasitha Uyangodage , Tharindu Ranasinghe , Hansi Hettiarachchi

While the world has been combating COVID-19 for over three years, an ongoing "Infodemic" due to the spread of fake news regarding the pandemic has also been a global issue. The existence of the fake news impact different aspect of our daily…

Machine Learning · Computer Science 2023-05-26 Chih-Yuan Li , Navya Martin Kollapally , Soon Ae Chun , James Geller

Malicious accounts spreading misinformation has led to widespread false and misleading narratives in recent times, especially during the COVID-19 pandemic, and social media platforms struggle to eliminate these contents rapidly. This is…

Social and Information Networks · Computer Science 2022-02-28 Karishma Sharma , Emilio Ferrara , Yan Liu

Misinformation surrounding emerging outbreaks poses a serious societal threat, making robust countermeasures essential. One promising approach is stance detection (SD), which identifies whether social media posts support or oppose…

Computation and Language · Computer Science 2025-03-05 Eun Cheol Choi , Ashwin Balasubramanian , Jinhu Qi , Emilio Ferrara

Misinformation entails the dissemination of falsehoods that leads to the slow fracturing of society via decreased trust in democratic processes, institutions, and science. The public has grown aware of the role of social media as a…

In this system paper we present our contribution to the Constraint 2021 COVID-19 Fake News Detection Shared Task, which poses the challenge of classifying COVID-19 related social media posts as either fake or real. In our system, we address…

Computation and Language · Computer Science 2021-01-14 Thomas Felber

Debunking misinformation is an important and time-critical task as there could be adverse consequences when misinformation is not quashed promptly. However, the usual supervised approach to debunking via misinformation classification…

Computation and Language · Computer Science 2020-06-11 Nayeon Lee , Yejin Bang , Andrea Madotto , Pascale Fung

The World Health Organization have emphasised that misinformation - spreading rapidly through social media - poses a serious threat to the COVID-19 response. Drawing from theories of health perception and cognitive load, we develop and test…

Computers and Society · Computer Science 2020-08-05 Samuli Laato , A. K. M. Najmul Islam , Muhammad Nazrul Islam , Eoin Whelan

Detecting misinformation threads is crucial to guarantee a healthy environment on social media. We address the problem using the data set created during the COVID-19 pandemic. It contains cascades of tweets discussing information weakly…

Computation and Language · Computer Science 2023-04-07 Tommaso Fornaciari , Luca Luceri , Emilio Ferrara , Dirk Hovy

Although billions of COVID-19 vaccines have been administered, too many people remain hesitant. Misinformation about the COVID-19 vaccines, propagating on social media, is believed to drive hesitancy towards vaccination. However, exposure…

Computation and Language · Computer Science 2022-02-22 Maxwell Weinzierl , Sanda Harabagiu

The COVID-19 pandemic has fueled the spread of misinformation on social media and the Web as a whole. The phenomenon dubbed `infodemic' has taken the challenges of information veracity and trust to new heights by massively introducing…

Computers and Society · Computer Science 2022-05-18 Maurício Gruppi , Panayiotis Smeros , Sibel Adalı , Carlos Castillo , Karl Aberer

On February 2, 2020, the World Health Organization declared a COVID-19 social media "infodemic", with special attention to misinformation -- frequently understood as false claims. To understand the infodemic's scope and scale, we analyzed…

Social and Information Networks · Computer Science 2021-03-30 David A. Broniatowski , Daniel Kerchner , Fouzia Farooq , Xiaolei Huang , Amelia M. Jamison , Mark Dredze , Sandra Crouse Quinn

The objective of this work is to explore popular discourse about the COVID-19 pandemic and policies implemented to manage it. Using Natural Language Processing, Text Mining, and Network Analysis to analyze corpus of tweets that relate to…

Social and Information Networks · Computer Science 2020-03-24 Christian E. Lopez , Malolan Vasu , Caleb Gallemore

The rapid outbreak of COVID-19 has caused humanity to come to a stand-still and brought with it a plethora of other problems. COVID-19 is the first pandemic in history when humanity is the most technologically advanced and relies heavily on…

Computation and Language · Computer Science 2021-01-29 S. M. Sadiq-Ur-Rahman Shifath , Mohammad Faiyaz Khan , Md. Saiful Islam

Topic models are widely used in studying social phenomena. We conduct a comparative study examining state-of-the-art neural versus non-neural topic models, performing a rigorous quantitative and qualitative assessment on a dataset of tweets…

Computation and Language · Computer Science 2021-05-24 Andrew Bennett , Dipendra Misra , Nga Than