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Misinformation warning labels are widely effective: A review of warning effects and their moderating features
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 …
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
Most social media platforms implement content moderation to address interpersonal harms
such as harassment. Content moderation relies on offender-centered, punitive approaches …
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
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 …
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
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 …
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
Social media platforms face rampant misinformation spread through multimedia posts
shared in highly-personalized contexts [10, 11]. Foundational qualitative research is …
shared in highly-personalized contexts [10, 11]. Foundational qualitative research is …
Robust and explainable identification of logical fallacies in natural language arguments
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 …
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?
Social media platforms are increasingly deploying complex interventions to help users
detect false news. Labeling false news using techniques that combine crowd-sourcing with …
detect false news. Labeling false news using techniques that combine crowd-sourcing with …
[HTML][HTML] Peer-supplied credibility labels as an online misinformation intervention
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 …
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 …
Researchers have linked circulating misinformation in online platforms to low COVID-19
vaccine uptake. Two disparate literatures provide relevant initial guidance to address the …
vaccine uptake. Two disparate literatures provide relevant initial guidance to address the …
[PDF][PDF] Misinformation interventions are common, divisive, and poorly understood
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 …
they doing too much? In the United States, a common narrative suggests that partisanship is …