Community Voice in Policy Action: Leveraging Participatory Research Methods to Address Representational Bias in AI Systems

Large language models (LLMs) are becoming embedded in systems that shape daily life—from content moderation and search results to educational tools and customer service chatbots. Yet as these technologies cross geographical and cultural boundaries, they carry with them a troubling pattern of systematic underrepresentation and erasure of marginalized communities.