Social Platform Trust & Safety
exploring the bounds of social platforms’ responsibility to keep the spaces safe
Social Platform Trust & Safety
While prior work suggests that trolling behavior is confined to a vocal and antisocial minority, we demonstrate that ordinary people can engage in such behavior as well. We propose two primary trigger mechanisms: the individual's mood, and the surrounding context of a discussion (e.g., exposure to prior trolling behavior). Through an experiment... See more
Just a moment...
Social Media Algorithms Can Shape Affective Polarization via ...
arxiv.orgThere is widespread concern about the negative impacts of social media feed ranking algorithms on political polarization. Leveraging advancements in large language models (LLMs), we develop an approach to re-rank feeds in real-time to test the effects of content that is likely to polarize: expressions of antidemocratic attitudes and partisan animosity (AAPA). In a preregistered 10-day field exper- iment on X/Twitter with 1,256 consented participants, we increase or decrease participants’ exposure to AAPA in their algorithmically curated feeds. We observe more positive outparty feelings when AAPA exposure is decreased and more neg- ative outparty feelings when AAPA exposure is increased. Exposure to AAPA content also results in an immediate increase in negative emotions, such as sadness and anger. The interventions do not significantly impact traditional engagement metrics such as re-post and favorite rates. These findings highlight a potential pathway for developing feed algorithms that mitigate affective polarization by addressing content that undermines the shared values required for a healthy democracy
A Russian Bot Farm Used AI to Lie to Americans. What Now?
csis.org
need better ‘trust’ systems to prevent things like this
APA PsycNet
psycnet.apa.orgTruth Queries as misinformation intervention
Balanced, neither extracting too much from its component organisms nor pretending that a pantomime of a return to a pristine and ungoverned state will solve any problems at all. (Predation is inevitable in any system, but a working ecosystem starves out the ones who overfeed and provides cover for growth and for the long, continuous experiment of... See more
Erin Kissane • Against the Dark Forest
Without trust in the decision-maker, trust in the process breaks down, and the only important question becomes, “Who decides?”
Ari Schulman • Why Speech Platforms Can Never Escape Politics | National Affairs
Incentives for productive speech: A speech community is likely to produce whatever kind of discourse it incentivizes. This means that users should have formal or informal incentives to produce speech that is recognized by other users as worthy.
A scholarly culture that reads and discusses enduringly great works incentivizes the production of such... See more
A scholarly culture that reads and discusses enduringly great works incentivizes the production of such... See more
Ari Schulman • Why Speech Platforms Can Never Escape Politics | National Affairs
reputation / karma systems