30.04.2025

Who Spreads Hate?

MCML Research Insight – With Dominique Geissler, Abdurahman Maarouf, and Stefan Feuerriegel

Why Understanding Spreaders Matters

Resharing on Social Media can propagate hate speech far beyond its origin. However, not much is known about the people who click the “share” button. To address this gap, the team developed a method to analyse resharing behaviour across different types of hate - such as political, racist, or misogynistic content.

Using large language models and debiasing techniques from causal inference, they were able to pinpoint which user characteristics correlate with hate speech resharing - without falling into the trap of biased social media data.

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How the Model Works

The study follows a three-step strategy:

1. Clustering Hate: First, hate speech posts are grouped by topic using BERTopic and labeled with LLAMA-3.
2. Past Latent Vulnerability: Next, the model estimates how vulnerable a user is to hate content - how likely they are to see and engage with it - using reweighted, debiased click data.
3. Modeling Behavior: Finally, the model uses an explainable boosting machine to predict which users are more likely to reshare hate, based on features like follower count, posting activity, and account age.

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Key Takeaways

• Low Influence, High Harm: Surprisingly, users with low social influence are the primary spreaders of most hate speech.
• Not All Hate Is the Same: Racist and misogynistic hate is spread mostly by users with little social influence. In contrast, political anti-Trump and anti-right-wing hate is reshared by users with larger social influence.
• Feature Spotlight: A feature importance analysis revealed that the number of posts was the strongest predictor of hate speech resharing, followed by the number of followers. ​

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Why It Matters

Identifying hate speech is only half the battle. Understanding who spreads it opens the door for smarter moderation, better platform design, and more effective interventions.

Curious what the authors suggest to reduce the probability of resharing hate speech? Then read the full paper that will be presented at WWW 2025 - The A* ACM Web Conference in Sidney, one of the most prestigious venues in web and internet-related research.

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#blog #research #feuerriegel

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