PulseAugur
EN
LIVE 20:25:47

Parler study links social approval to online hate speech over time

A new study analyzing 110 million messages from the social media platform Parler (2018-2021) investigated how social approval influences online hate speech. The research, published on arXiv, found that upvotes on hate speech posts initially predicted a lower probability of hate in the immediate next post, but this effect reversed within a week. Similarly, upvotes on comments showed a negative immediate impact on hate speech but a positive correlation with toxicity over longer periods. The study suggests that social approval plays a role in online hate in ways that are dependent on the specific message context and time frame. AI

IMPACT This research provides insights into the dynamics of online hate speech, which could inform the development of more effective content moderation systems and AI safety protocols.

RANK_REASON Academic paper analyzing social media data. [lever_c_demoted from research: ic=1 ai=0.7]

Read on arXiv cs.CL →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Parler study links social approval to online hate speech over time

How we ranked this

Signal score
0 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Tool
Academic paper analyzing social media data. [lever_c_demoted from research: ic=1 ai=0.7]
Source corroboration
Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
paper, safety
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
58 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

Full methodology in our editorial standards.

COVERAGE [1]

  1. arXiv cs.CL TIER_1 English(EN) · David M. Markowitz, Samuel Hardman Taylor ·

    Testing Hypotheses from the Social Approval Theory of Online Hate: An Analysis of 110 Million Messages from Parler

    arXiv:2507.10810v3 Announce Type: replace Abstract: We examined how social approval motivates online hate via the social approval theory, which argues social approval signals on hate messages predict more hate and toxicity. Using 110 million messages from Parler (2018-2021), we o…