3 papers
cs.CY2026
All Public Voices Are Equal, But Are Some More Equal Than Others to LLMs?
Sola Kim, Marco A. Janssen, Jieshu Wang +3
Federal agencies are increasingly deploying large language models (LLMs) to process public comments submitted during notice-and-comment rulemaking, the primary mechanism through wh…
cs.CY2025
How Large Language Models Systematically Misrepresent American Climate Opinions
Sola Kim, Jieshu Wang, Marco A. Janssen +1
Federal agencies and researchers increasingly use large language models to analyze and simulate public opinion. When AI mediates between the public and policymakers, accuracy acros…
cs.MA2025
Persona Alchemy: Designing, Evaluating, and Implementing Psychologically-Grounded LLM Agents for Diverse Stakeholder Representation
Sola Kim, Dongjune Chang, Jieshu Wang
Despite advances in designing personas for Large Language Models (LLM), challenges remain in aligning them with human cognitive processes and representing diverse stakeholder persp…