From Melting Pots to Misrepresentations: Exploring Harms in Generative AI

arXiv:2403.10776v1 Announce Type: cross
Abstract: With the widespread adoption of advanced generative models such as Gemini and GPT, there has been a notable increase in the incorporation of such models into sociotechnical systems, categorized under AI-as-a-Service (AIaaS). Despite their versatility across diverse sectors, concerns persist regarding discriminatory tendencies within these models, particularly favoring selected `majority' demographics across various sociodemographic dimensions. Despite widespread calls for diversification of media representations, marginalized racial and ethnic groups continue to face persistent distortion, stereotyping, and …

abstract adoption advanced aiaas arxiv as-a-service concerns cs.ai cs.cy cs.hc cs.lg diverse gemini generative generative models gpt service systems type