#bias2 articles

2 articles

AINeutralarXiv – CS AI · 4h ago8

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An Empirical Study of Collective Behaviors and Social Dynamics in Large Language Model Agents

Researchers analyzed 7 million posts from 32,000 AI agents on Chirper.ai over one year, finding that LLM agents exhibit social behaviors similar to humans including homophily and social influence. The study revealed distinct patterns in toxic language among AI agents and proposed a 'Chain of Social Thought' method to reduce harmful posting behaviors.

AINeutralarXiv – CS AI · 4h ago1

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Fairness-in-the-Workflow: How Machine Learning Practitioners at Big Tech Companies Approach Fairness in Recommender Systems

Researchers conducted interviews with 11 practitioners at major tech companies to study how fairness considerations are integrated into recommender system workflows. The study identified key challenges including defining fairness in RS contexts, balancing stakeholder interests, and facilitating cross-team communication between technical, legal, and fairness teams.