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The understanding of the public response to COVID-19 vaccines is the key success factor to control the COVID-19 pandemic. To understand the public response, there is a need to explore public opinion. Traditional surveys are expensive and…

Social and Information Networks · Computer Science 2021-09-30 Amir Karami , Michael Zhu , Bailey Goldschmidt , Hannah R. Boyajieff , Mahdi M. Najafabadi

To design effective vaccine policies, policymakers need detailed data about who has been vaccinated, who is holding out, and why. However, existing data in the US are insufficient: reported vaccination rates are often delayed or missing,…

Computers and Society · Computer Science 2024-08-30 Serina Chang , Adam Fourney , Eric Horvitz

Dialogue systems are widely used in AI to support timely and interactive communication with users. We propose a general-purpose dialogue system architecture that leverages computational argumentation to perform reasoning and provide…

Computation and Language · Computer Science 2021-10-18 Bettina Fazzinga , Andrea Galassi , Paolo Torroni

In March 2020, the World Health Organisation declared COVID-19 a global pandemic as it spread to nearly every country. By mid-2021, India had introduced three vaccines: Covishield, Covaxin, and Sputnik. To ensure successful vaccination in a…

Computation and Language · Computer Science 2023-11-28 Milind Gupta , Abhishek Kaushik

Vaccine hesitancy continues to be a main challenge for public health officials during the COVID-19 pandemic. As this hesitancy undermines vaccine campaigns, many researchers have sought to identify its root causes, finding that the…

Social and Information Networks · Computer Science 2023-06-13 Mohammad Reza Zarei , Michael Christensen , Sarah Everts , Majid Komeili

After two years of appearance, COVID-19 has negatively affected people and normal life around the world. As in May 2022, there are more than 522 million cases and six million deaths worldwide (including nearly ten million cases and over…

Computation and Language · Computer Science 2025-06-17 Hai-Chung Nguyen-Phung , Ngoc C. Lê , Van-Chien Nguyen , Hang Thi Nguyen , Thuy Phuong Thi Nguyen

The COVID-19 pandemic due to the novel coronavirus SARS CoV-2 has inspired remarkable breakthroughs in development of vaccines against the virus and the launch of several phase 3 vaccine trials in Summer 2020 to evaluate vaccine efficacy…

Applications · Statistics 2021-03-01 Anastasios A. Tsiatis , Marie Davidian

Vaccine hesitancy is widespread, despite the government's information campaigns and the efforts of the World Health Organisation (WHO). Categorising the topics within vaccine-related narratives is crucial to understand the concerns…

Computation and Language · Computer Science 2023-11-20 Yue Li , Carolina Scarton , Xingyi Song , Kalina Bontcheva

Background Advances in machine learning (ML) models have increased the capability of researchers to detect vaccine hesitancy in social media using Natural Language Processing (NLP). A considerable volume of research has identified the…

Computation and Language · Computer Science 2025-03-25 Lorena G Barberia , Belinda Lombard , Norton Trevisan Roman , Tatiane C. M. Sousa

Vaccine hesitancy, which has recently been driven by online narratives, significantly degrades the efficacy of vaccination strategies, such as those for COVID-19. Despite broad agreement in the medical community about the safety and…

Social and Information Networks · Computer Science 2022-11-07 Matheus Schmitz , Goran Murić , Keith Burghardt

Mining the latent intentions from large volumes of natural language inputs is a key step to help data analysts design and refine Intelligent Virtual Assistants (IVAs) for customer service. To aid data analysts in this task we present Verint…

Computation and Language · Computer Science 2022-02-03 Xinyu Chen , Ian Beaver

The abundance of literature related to the widespread COVID-19 pandemic is beyond manual inspection of a single expert. Development of systems, capable of automatically processing tens of thousands of scientific publications with the aim to…

Computation and Language · Computer Science 2020-11-11 Matej Martinc , Blaž Škrlj , Sergej Pirkmajer , Nada Lavrač , Bojan Cestnik , Martin Marzidovšek , Senja Pollak

Traditional intent classification models are based on a pre-defined intent set and only recognize limited in-domain (IND) intent classes. But users may input out-of-domain (OOD) queries in a practical dialogue system. Such OOD queries can…

Computation and Language · Computer Science 2022-09-14 Yutao Mou , Keqing He , Yanan Wu , Pei Wang , Jingang Wang , Wei Wu , Yi Huang , Junlan Feng , Weiran Xu

Vaccine concerns are an ever-evolving target, and can shift quickly as seen during the COVID-19 pandemic. Identifying longitudinal trends in vaccine concerns and misinformation might inform the healthcare space by helping public health…

Computation and Language · Computer Science 2024-02-06 Chloe Qinyu Zhu , Rickard Stureborg , Bhuwan Dhingra

The COVID-19 pandemic exposed significant weaknesses in the healthcare information system. The overwhelming volume of misinformation on social media and other socioeconomic factors created extraordinary challenges to motivate people to take…

Computers and Society · Computer Science 2024-07-30 Ashiqur Rahman , Ehsan Mohammadi , Hamed Alhoori

The COVID-19 pandemic is accompanied by a massive "infodemic" that makes it hard to identify concise and credible information for COVID-19-related questions, like incubation time, infection rates, or the effectiveness of vaccines. As a…

Computation and Language · Computer Science 2022-04-20 Johannes Graf , Gino Lancho , Patrick Zschech , Kai Heinrich

Given the widespread dissemination of inaccurate medical advice related to the 2019 coronavirus pandemic (COVID-19), such as fake remedies, treatments and prevention suggestions, misinformation detection has emerged as an open problem of…

Computation and Language · Computer Science 2022-04-26 Arkin Dharawat , Ismini Lourentzou , Alex Morales , ChengXiang Zhai

Conversational systems are of primary interest in the AI community. Chatbots are increasingly being deployed to provide round-the-clock support and to increase customer engagement. Many of the commercial bot building frameworks follow a…

Computation and Language · Computer Science 2021-01-19 Ajay Chatterjee , Shubhashis Sengupta

From the moment the first COVID-19 vaccines are rolled out, there will need to be a large fraction of the global population ready in line. It is therefore crucial to start managing the growing global hesitancy to any such COVID-19 vaccine.…

Physics and Society · Physics 2020-09-18 N. F. Johnson , N. Velasquez , R. Leahy , N. Johnson Restrepo , O. Jha , Y. Lupu

Intent detection is a crucial component of modern conversational systems, since accurately identifying user intent at the beginning of a conversation is essential for generating effective responses. Recent efforts have focused on studying…

Computation and Language · Computer Science 2025-09-09 Liang Zhang , Yuan Li , Shijie Zhang , Zheng Zhang , Xitong Li