Detecting misinformation with llm-predicted credibility signals and weak supervision

JA Leite, O Razuvayevskaya, K Bontcheva… - arXiv preprint arXiv …, 2023 - arxiv.org
Credibility signals represent a wide range of heuristics that are typically used by journalists
and fact-checkers to assess the veracity of online content. Automating the task of credibility …

Developing misinformation immunity: How to reason-check fallacious news in a human–computer interaction environment

E Musi, E Carmi, C Reed, S Yates… - Social Media+ …, 2023 - journals.sagepub.com
To counter the fake news phenomenon, the scholarly community has attempted to debunk
and prebunk disinformation. However, misinformation still constitutes a major challenge due …

Susceptibility to COVID-19 nutrition misinformation and eating behavior change during lockdowns: an international web-based survey

MA Ruani, MJ Reiss - Nutrients, 2023 - mdpi.com
To understand the susceptibility to nutrition-health misinformation related to preventing,
treating, or mitigating the risk of COVID-19 during the initial lockdowns around the world, the …

An Investigation of the Use of Theories in Misinformation Studies

L Ogbadu‐Oladapo, HH Chung, J Li… - Proceedings of the …, 2023 - Wiley Online Library
This paper examines social science and humanity theories that have been applied to
studies dealing with misinformation. We identified 273 articles published from 2012 to 2023 …

Confronting Fake News Through Collective Intelligence in Adolescents

A Cebollero-Salinas, C Elboj-Saso… - … Journal of Human …, 2024 - Taylor & Francis
Adolescents are vulnerable to the exponential increase in fake news spread. Collective
judgment on the quality of news has been an effective intervention. Collective Learning …

I'm the same, I'm the same, I'm trying to change: Investigating the role of human information behavior in view change

D McKay, S Makri, M Gutierrez‐Lopez… - Journal of the …, 2024 - Wiley Online Library
Abstract Information is powerful; it can influence peoples' views and, in turn, their behavior.
Much recent research and discussion on the role information plays in view change has …

Are LLMs Good Zero-Shot Fallacy Classifiers?

F Pan, X Wu, Z Li, AT Luu - arXiv preprint arXiv:2410.15050, 2024 - arxiv.org
Fallacies are defective arguments with faulty reasoning. Detecting and classifying them is a
crucial NLP task to prevent misinformation, manipulative claims, and biased decisions …

Boosting Logical Fallacy Reasoning in LLMs via Logical Structure Tree

Y Lei, R Huang - arXiv preprint arXiv:2410.12048, 2024 - arxiv.org
Logical fallacy uses invalid or faulty reasoning in the construction of a statement. Despite the
prevalence and harmfulness of logical fallacies, detecting and classifying logical fallacies …

[PDF][PDF] Susceptibility to COVID-19 Nutrition Misinformation and Eating Behavior Change during Lockdowns: An International Web-Based Survey. Nutrients 2023, 15 …

MA Ruani, MJ Reiss - 2023 - academia.edu
To understand the susceptibility to nutrition-health misinformation related to preventing,
treating, or mitigating the risk of COVID-19 during the initial lockdowns around the world, the …

[PDF][PDF] Disentangling the Effect of Confirmation Bias and Media Literacy on Social Media Users' Susceptibility to Fake News

A Verma, A Sharma, A Sharma… - Journal of Content …, 2023 - researchgate.net
This study explores the effects of confirmation bias, media literacy, and cognitive abilities on
social media users' fake news susceptibility. The objective is to disentangle the complex …