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Narrative is a foundation of human cognition and decision making. Because narratives play a crucial role in societal discourses and spread of misinformation and because of the pervasive use of social media, the narrative dynamics on social…

计算与语言 · 计算机科学 2023-09-25 Wanying Zhao , Siyi Guo , Kristina Lerman , Yong-Yeol Ahn

Narratives are fundamental to our understanding of the world, providing us with a natural structure for knowledge representation over time. Computational narrative extraction is a subfield of artificial intelligence that makes heavy use of…

计算与语言 · 计算机科学 2023-03-14 Brian Keith Norambuena , Tanushree Mitra , Chris North

As narrative extraction systems grow in complexity, establishing user trust through interpretable and explainable outputs becomes increasingly critical. This paper presents an evaluation of an Explainable Artificial Intelligence (XAI)…

计算与语言 · 计算机科学 2025-03-24 Brian Keith , Fausto German , Eric Krokos , Sarah Joseph , Chris North

We develop a novel visual model which can recognize protesters, describe their activities by visual attributes and estimate the level of perceived violence in an image. Studies of social media and protests use natural language processing to…

多媒体 · 计算机科学 2017-09-20 Donghyeon Won , Zachary C. Steinert-Threlkeld , Jungseock Joo

Analysing narratives through their social networks is an expanding field in quantitative literary studies. Manually extracting a social network from any narrative can be time consuming, so automatic extraction methods of varying complexity…

社会与信息网络 · 计算机科学 2018-11-06 Michelle Edwards , Lewis Mitchell , Jonathan Tuke , Matthew Roughan

The recent wave of mobilizations in the Arab world and across Western countries has generated much discussion on how digital media is connected to the diffusion of protests. We examine that connection using data from the surge of…

物理与社会 · 物理学 2024-07-08 Sandra Gonzalez-Bailon , Javier Borge-Holthoefer , Alejandro Rivero , Yamir Moreno

Narratives can be powerful tools for inspiring action on pressing societal issues such as climate change. While social science theories offer frameworks for understanding the narratives that arise within collective movements, these are…

计算机与社会 · 计算机科学 2024-03-29 Arianna Pera , Luca Maria Aiello

An important and difficult challenge in building computational models for narratives is the automatic evaluation of narrative quality. Quality evaluation connects narrative understanding and generation as generation systems need to evaluate…

计算与语言 · 计算机科学 2017-07-11 Tong Wang , Ping Chen , Boyang Li

This study investigates the spread of conspiracy theories in Arabic digital spaces through computational analysis of online content. By combining Named Entity Recognition and Topic Modeling techniques, specifically the Top2Vec algorithm, we…

计算与语言 · 计算机科学 2025-04-22 Djamila Mohdeb , Meriem Laifa , Zineb Guemraoui , Dalila Behih

Narratives serve as fundamental frameworks in our understanding of the world and play a crucial role in collaborative sensemaking, providing a versatile foundation for sensemaking. Framing is a subtle yet potent mechanism that influences…

计算与语言 · 计算机科学 2024-05-07 Sebastián Concha Macías , Brian Keith Norambuena

Online narratives spread unevenly across platforms, with content emerging on one site often appearing on others, hours, days or weeks later. Existing cross-platform information diffusion models often treat platforms as isolated systems,…

社会与信息网络 · 计算机科学 2025-10-22 Patrick Gerard , Luca Luceri , Leonardo Blas , Emilio Ferrara

It is widely understood that diffusion of and simultaneous interactions between narratives -- defined here as persistent point-of-view messaging -- significantly contributes to the shaping of political discourse and public opinion. In this…

社会与信息网络 · 计算机科学 2021-11-23 Akshay Aravamudan , Xi Zhang , Jihye Song , Stephen M. Fiore , Georgios C. Anagnostopoulos

Readers' responses to literature have received scant attention in computational literary studies. The rise of social media offers an opportunity to capture a segment of these responses while data-driven analysis of these responses can…

计算与语言 · 计算机科学 2021-05-10 Pavan Holur , Shadi Shahsavari , Ehsan Ebrahimzadeh , Timothy R. Tangherlini , Vwani Roychowdhury

Coordinated campaigns are used to influence and manipulate social media platforms and their users, a critical challenge to the free exchange of information online. Here we introduce a general, unsupervised network-based methodology to…

社会与信息网络 · 计算机科学 2021-04-09 Diogo Pacheco , Pik-Mai Hui , Christopher Torres-Lugo , Bao Tran Truong , Alessandro Flammini , Filippo Menczer

Social media platforms hold valuable insights, yet extracting essential information can be challenging. Traditional top-down approaches often struggle to capture critical signals in rapidly changing events. As global events evolve swiftly,…

信息检索 · 计算机科学 2024-03-13 Andy Skumanich , Han Kyul Kim

This paper explores the growth of online mobilizations using data from the 'indignados' (the 'outraged') movement in Spain, which emerged under the influence of the revolution in Egypt and as a precursor to the global Occupy mobilizations.…

物理与社会 · 物理学 2012-03-09 Sandra González-Bailón , Javier Borge-Holthoefer , Yamir Moreno

Among the topics discussed in Social Media, some lead to controversy. A number of recent studies have focused on the problem of identifying controversy in social media mostly based on the analysis of textual content or rely on global…

社会与信息网络 · 计算机科学 2017-03-16 Mauro Coletto , Kiran Garimella , Aristides Gionis , Claudio Lucchese

Narratives are fundamental to our perception of the world and are pervasive in all activities that involve the representation of events in time. Yet, modern online information systems do not incorporate narratives in their representation of…

人机交互 · 计算机科学 2020-10-27 Brian Keith , Tanushree Mitra

Social media play a key role in mobilizing collective action, holding the potential for studying the pathways that lead individuals to actively engage in addressing global challenges. However, quantitative research in this area has been…

社会与信息网络 · 计算机科学 2025-04-29 Arianna Pera , Luca Maria Aiello

There is little doubt about whether social networks play a role in modern protests. This agreement has triggered an entire research avenue, in which social structure and content analysis have been central --but are typically exploited…

社会与信息网络 · 计算机科学 2014-10-14 Javier Borge-Holthoefer , Walid Magdy , Kareem Darwish , Ingmar Weber
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