Misinformation warning labels are widely effective: A review of warning effects and their moderating features

C Martel, DG Rand - Current Opinion in Psychology, 2023 - Elsevier
There is growing concern over the spread of misinformation online. One widely adopted
intervention by platforms for addressing falsehoods is applying “warning labels” to posts …

Addressing interpersonal harm in online gaming communities: The opportunities and challenges for a restorative justice approach

S **ao, S Jhaver, N Salehi - ACM Transactions on Computer-Human …, 2023 - dl.acm.org
Most social media platforms implement content moderation to address interpersonal harms
such as harassment. Content moderation relies on offender-centered, punitive approaches …

Personalizing content moderation on social media: User perspectives on moderation choices, interface design, and labor

S Jhaver, AQ Zhang, QZ Chen, N Natarajan… - Proceedings of the …, 2023 - dl.acm.org
Social media platforms moderate content for each user by incorporating the outputs of both
platform-wide content moderation systems and, in some cases, user-configured personal …

Adapting large language models for content moderation: Pitfalls in data engineering and supervised fine-tuning

H Ma, C Zhang, H Fu, P Zhao, B Wu - arxiv preprint arxiv:2310.03400, 2023 - arxiv.org
Nowadays, billions of people engage in communication and express their opinions on the
internet daily. Unfortunately, not all of these expressions are friendly or compliant, making …

Encounters with visual misinformation and labels across platforms: An interview and diary study to inform ecosystem approaches to misinformation interventions

E Saltz, CR Leibowicz, C Wardle - Extended Abstracts of the 2021 CHI …, 2021 - dl.acm.org
Social media platforms face rampant misinformation spread through multimedia posts
shared in highly-personalized contexts [10, 11]. Foundational qualitative research is …

Robust and explainable identification of logical fallacies in natural language arguments

Z Sourati, VPP Venkatesh, D Deshpande… - Knowledge-Based …, 2023 - Elsevier
The spread of misinformation, propaganda, and flawed argumentation has been amplified in
the Internet era. Given the volume of data and the subtlety of identifying violations of …

Do explanations increase the effectiveness of AI-crowd generated fake news warnings?

Z Epstein, N Foppiani, S Hilgard, S Sharma… - Proceedings of the …, 2022 - ojs.aaai.org
Social media platforms are increasingly deploying complex interventions to help users
detect false news. Labeling false news using techniques that combine crowd-sourcing with …

[HTML][HTML] Peer-supplied credibility labels as an online misinformation intervention

S Pareek, J Goncalves - International Journal of Human-Computer Studies, 2024 - Elsevier
Misinformation is rampant on social media, and existing platform-supplied interventions offer
limited effectiveness. In this study, we examine the effectiveness of credibility labels that …

[HTML][HTML] Community-oriented Motivational Interviewing (MI): A novel framework extending MI to address COVID-19 vaccine misinformation in online social media …

D Scales, JM Gorman, P DiCaprio, L Hurth… - Computers in Human …, 2023 - Elsevier
Researchers have linked circulating misinformation in online platforms to low COVID-19
vaccine uptake. Two disparate literatures provide relevant initial guidance to address the …

[PDF][PDF] Misinformation interventions are common, divisive, and poorly understood

E Saltz, S Barari, C Leibowicz… - Harvard Kennedy School …, 2021 - academia.edu
Implications Are social media platforms not doing enough to address misinformation, or are
they doing too much? In the United States, a common narrative suggests that partisanship is …