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Related papers: Retrieving Climate Change Disinformation by Narrat…

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Misinformation about climate change is a complex societal issue requiring holistic, interdisciplinary solutions at the intersection between technology and psychology. One proposed solution is a "technocognitive" approach, involving the…

Computation and Language · Computer Science 2024-12-03 Francisco Zanartu , John Cook , Markus Wagner , Julian Garcia

Website reliability labels underpin almost all research in misinformation detection. However, misinformation sources often exhibit transient behavior, which makes many such labeled lists obsolete over time. We demonstrate that Search Engine…

Social and Information Networks · Computer Science 2024-06-19 Peter Carragher , Evan M. Williams , Kathleen M. Carley

Automatically verifying climate-related claims against scientific literature is a challenging task, complicated by the specialised nature of scholarly evidence and the diversity of rhetorical strategies underlying climate disinformation.…

Computation and Language · Computer Science 2026-03-30 Raia Abu Ahmad , Max Upravitelev , Aida Usmanova , Veronika Solopova , Georg Rehm

To handle the vast amounts of qualitative data produced in corporate climate communication, stakeholders increasingly rely on Retrieval Augmented Generation (RAG) systems. However, a significant gap remains in evaluating domain-specific…

Information Retrieval · Computer Science 2024-10-02 Tobias Schimanski , Jingwei Ni , Roberto Spacey , Nicola Ranger , Markus Leippold

As recent events have demonstrated, disinformation spread through social networks can have dire political, economic and social consequences. Detecting disinformation must inevitably rely on the structure of the network, on users…

Social and Information Networks · Computer Science 2021-09-27 Marius Paraschiv , Nikos Salamanos , Costas Iordanou , Nikolaos Laoutaris , Michael Sirivianos

Misinformation about climate change causes numerous negative impacts, necessitating corrective responses. Psychological research has offered various strategies for reducing the influence of climate misinformation, such as the…

Computation and Language · Computer Science 2024-07-09 Francisco Zanartu , Yulia Otmakhova , John Cook , Lea Frermann

Climate misinformation continues to erode support for climate action, a challenge that is especially acute in the Global South, where high climate vulnerability intersects with development pressures. In rapidly evolving digital ecosystems,…

Social and Information Networks · Computer Science 2026-04-28 Marcelo Sartori Locatelli , Wenchao Dong , Pedro Loures Alzamora , Pedro Dutenhefner , Wagner Meira , Meeyoung Cha , Virgilio Almeida

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

In this study, we propose a methodology to extract, index, and visualize ``climate change narratives'' (stories about the connection between causal and consequential events related to climate change). We use two natural language processing…

Computation and Language · Computer Science 2024-08-06 Hiroki Sakaji , Noriyasu Kaneda

Misinformation about climate change poses a significant threat to societal well-being, prompting the urgent need for effective mitigation strategies. However, the rapid proliferation of online misinformation on social media platforms…

Machine Learning · Computer Science 2024-04-25 Cristian Rojas , Frank Algra-Maschio , Mark Andrejevic , Travis Coan , John Cook , Yuan-Fang Li

Capturing the interesting components of an image is a key aspect of image understanding. When a speaker annotates an image, selecting labels that are informative greatly depends on the prior knowledge of a prospective listener. Motivated by…

Computer Vision and Pattern Recognition · Computer Science 2018-12-27 Lior Bracha , Gal Chechik

The automatic detection of disinformation presents a significant challenge in the field of natural language processing. This task addresses a multifaceted societal and communication issue, which needs approaches that extend beyond the…

Computation and Language · Computer Science 2025-02-10 Santiago González-Silot , Andrés Montoro-Montarroso , Eugenio Martínez Cámara , Juan Gómez-Romero

Political discourse has grown increasingly fragmented across different social platforms, making it challenging to trace how narratives spread and evolve within such a fragmented information ecosystem. Reconstructing social graphs and…

Social and Information Networks · Computer Science 2025-11-18 Patrick Gerard , Hans W. A. Hanley , Luca Luceri , Emilio Ferrara

In light of the growing impact of disinformation on social, economic, and political landscapes, accurate and efficient identification methods are increasingly critical. This paper introduces HyperGraphDis, a novel approach for detecting…

Social and Information Networks · Computer Science 2024-04-04 Nikos Salamanos , Pantelitsa Leonidou , Nikolaos Laoutaris , Michael Sirivianos , Maria Aspri , Marius Paraschiv

Detecting out-of-context media, such as "mis-captioned" images on Twitter, is a relevant problem, especially in domains of high public significance. In this work we aim to develop defenses against such misinformation for the topics of…

Computer Vision and Pattern Recognition · Computer Science 2022-05-04 Giscard Biamby , Grace Luo , Trevor Darrell , Anna Rohrbach

Explainable fake news detection aims to assess the veracity of news claims while providing human-friendly explanations. Existing methods incorporating investigative journalism are often inefficient and struggle with breaking news. Recent…

Computation and Language · Computer Science 2026-04-09 Bo Wang , Jing Ma , Hongzhan Lin , Zhiwei Yang , Ruichao Yang , Yuan Tian , Yi Chang

In this paper, we delve into the rapidly evolving challenge of misinformation detection, with a specific focus on the nuanced manipulation of narrative frames - an under-explored area within the AI community. The potential for Generative AI…

Computation and Language · Computer Science 2024-02-27 Guan Wang , Rebecca Frederick , Jinglong Duan , William Wong , Verica Rupar , Weihua Li , Quan Bai

The global spread of misinformation and concerns about content trustworthiness have driven the development of automated fact-checking systems. Since false information often exploits social media dynamics such as "likes" and user networks to…

Social and Information Networks · Computer Science 2026-02-03 Vítor N. Lourenço , Aline Paes , Tillman Weyde

Disinformation on social media poses both societal and technical challenges, requiring robust detection systems. While previous studies have integrated textual information into propagation networks, they have yet to fully leverage the…

Computation and Language · Computer Science 2024-11-26 Bruno Croso Cunha da Silva , Thomas Palmeira Ferraz , Roseli De Deus Lopes

Society is experimenting changes in information consumption, as new information channels such as social networks let people share news that do not necessarily be trust worthy. Sometimes, these sources of information produce fake news…

Artificial Intelligence · Computer Science 2020-04-03 Eduardo C. Garrido-Merchán , Cristina Puente , Rafael Palacios
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