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Related papers: Classifying Conspiratorial Narratives At Scale: Fa…

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The automated detection of conspiracy theories online typically relies on supervised learning. However, creating respective training data requires expertise, time and mental resilience, given the often harmful content. Moreover, available…

Computation and Language · Computer Science 2025-01-22 Milena Pustet , Elisabeth Steffen , Helena Mihaljević

Conspiracy theories have become a prominent and concerning aspect of online discourse, posing challenges to information integrity and societal trust. As such, we address conspiracy theory detection as proposed by the ACTI @ EVALITA 2023…

Computation and Language · Computer Science 2023-09-29 Andrei Paraschiv , Mihai Dascalu

Conspiracy theories erode public trust in science and institutions while resisting debunking by evolving and absorbing counter-evidence. As AI-generated misinformation becomes increasingly sophisticated, understanding rhetorical patterns in…

Computation and Language · Computer Science 2025-08-29 Luke Bates , Max Glockner , Preslav Nakov , Iryna Gurevych

The United States has experienced a significant increase in violent extremism, prompting the need for automated tools to detect and limit the spread of extremist ideology online. This study evaluates the performance of Bidirectional Encoder…

Computation and Language · Computer Science 2024-08-30 Beidi Dong , Jin R. Lee , Ziwei Zhu , Balassubramanian Srinivasan

Rumors are rampant in the era of social media. Conversation structures provide valuable clues to differentiate between real and fake claims. However, existing rumor detection methods are either limited to the strict relation of user…

Computation and Language · Computer Science 2021-11-16 Hongzhan Lin , Jing Ma , Mingfei Cheng , Zhiwei Yang , Liangliang Chen , Guang Chen

In today's digital landscape, the proliferation of conspiracy theories within the disinformation ecosystem of online platforms represents a growing concern. This paper delves into the complexities of this phenomenon. We conducted a…

Social and Information Networks · Computer Science 2024-05-22 Alessandra Recordare , Guglielmo Cola , Tiziano Fagni , Maurizio Tesconi

Research on conspiracy theories has largely focused on belief formation, exposure, and diffusion, while paying less attention to how their meanings change over time. This gap persists partly because conspiracy-related terms are often…

Computation and Language · Computer Science 2026-04-20 Manisha Keim , Sarmad Chandio , Osama Khalid , Rishab Nithyanand

The role of social media in opinion formation has far-reaching implications in all spheres of society. Though social media provide platforms for expressing news and views, it is hard to control the quality of posts due to the sheer volumes…

Machine Learning · Computer Science 2021-09-08 Rini Anggrainingsih , Ghulam Mubashar Hassan , Amitava Datta

Measuring the relative impact of CTs is important for prioritizing responses and allocating resources effectively, especially during crises. However, assessing the actual impact of CTs on the public poses unique challenges. It requires not…

Computation and Language · Computer Science 2024-12-11 Bohan Jiang , Dawei Li , Zhen Tan , Xinyi Zhou , Ashwin Rao , Kristina Lerman , H. Russell Bernard , Huan Liu

Conversational prompt-engineering-based large language models (LLMs) have enabled targeted control over the output creation, enhancing versatility, adaptability and adhoc retrieval. From another perspective, digital misinformation has…

Computation and Language · Computer Science 2024-04-29 Dahlia Shehata , Robin Cohen , Charles Clarke

This study investigates the internal mechanisms of BERT, a transformer-based large language model, with a focus on its ability to cluster narrative content and authorial style across its layers. Using a dataset of narratives developed via…

Computation and Language · Computer Science 2025-01-15 Awritrojit Banerjee , Achim Schilling , Patrick Krauss

Interactive chat systems that build on artificial intelligence frameworks are increasingly ubiquitous and embedded into search engines, Web browsers, and operating systems, or are available on websites and apps. Researcher efforts have…

Computers and Society · Computer Science 2026-05-26 Katherine M. FitzGerald , Michelle Riedlinger , Axel Bruns , Stephen Harrington , Timothy Graham , Daniel Angus

Controversial claims are abundant in online media and discussion forums. A better understanding of such claims requires analyzing them from different perspectives. Stance classification is a necessary step for inferring these perspectives…

Computation and Language · Computer Science 2019-10-15 Kashyap Popat , Subhabrata Mukherjee , Andrew Yates , Gerhard Weikum

Conspiracy theories are anti-authoritarian narratives that lead to social conflict, impacting how people perceive political information. To help in understanding this issue, we introduce the Conspiracy Frame: a fine-grained semantic…

We propose a system to predict harmful discussions on social media platforms. Our solution uses contextual deep language models and proposes the novel idea of integrating state-of-the-art Graph Transformer Networks to analyze all…

Computation and Language · Computer Science 2023-01-12 Liam Hebert , Lukasz Golab , Robin Cohen

Fake news detection has become a major task to solve as there has been an increasing number of fake news on the internet in recent years. Although many classification models have been proposed based on statistical learning methods showing…

Computation and Language · Computer Science 2022-07-26 Daesoo Lee

Rumor detection on social media has become increasingly important. Most existing graph-based models presume rumor propagation trees (RPTs) have deep structures and learn sequential stance features along branches. However, through…

Social and Information Networks · Computer Science 2025-08-12 Chaoqun Cui , Caiyan Jia

Rumors and conspiracy theories thrive in environments of low confidence and low trust. Consequently, it is not surprising that ones related to the Covid-19 pandemic are proliferating given the lack of any authoritative scientific consensus…

Computation and Language · Computer Science 2020-04-30 Shadi Shahsavari , Pavan Holur , Timothy R. Tangherlini , Vwani Roychowdhury

Conspiracy theories, as a type of misinformation, are narratives that explains an event or situation in an irrational or malicious manner. While most previous work examined conspiracy theory in social media short texts, limited attention…

Computation and Language · Computer Science 2023-10-31 Yuanyuan Lei , Ruihong Huang

Recent work on predicting category structure with distributional models, using either static word embeddings (Heyman and Heyman, 2019) or contextualized language models (CLMs) (Misra et al., 2021), report low correlations with human…

Machine Learning · Computer Science 2023-02-15 Joseph Renner , Pascal Denis , Rémi Gilleron , Angèle Brunellière
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