Who should fight the spread of fake news?

TL;DR

This paper uses a stylized opinion dynamics model to analyze who should be responsible for fighting misinformation, finding that centralized sources and preemptive strategies are generally more effective than debunking or distributed efforts.

Contribution

It introduces a simplified opinion dynamics framework to compare the effectiveness of different misinformation mitigation strategies, highlighting the roles of platforms and preemptive actions.

Findings

Centralized sources outperform distributed efforts in combating misinformation.

Debunking can sometimes backfire, reducing its effectiveness.

Preemptive campaigns and targeted strategies like deplatforming are highly effective.

Abstract

This study investigates who should bear the responsibility of combating the spread of misinformation in social networks. Should that be the online platforms or their users? Should that be done by debunking the "fake news" already in circulation or by investing in preemptive efforts to prevent their diffusion altogether? We seek to answer such questions in a stylized opinion dynamics framework, where agents in a network aggregate the information they receive from peers and/or from influential external sources, with the aim of learning a ground truth among a set of competing hypotheses. In most cases, we find centralized sources to be more effective at combating misinformation than distributed ones, suggesting that online platforms should play an active role in the fight against fake news. In line with literature on the "backfire effect", we find that debunking in certain circumstances can be a counterproductive strategy, whereas some targeted strategies (akin to "deplatforming") and/or preemptive campaigns turn out to be quite effective. Despite its simplicity, our model provides useful guidelines that could inform the ongoing debate on online disinformation and the best ways to limit its damaging effects.