From Dialogue to Decision An LLM-Powered Framework for Analyzing Collective Idea Evolution and Voting Dynamics in Deliberative Assemblies Master's thesis supervised by Deb Roy, MIT Interplay Between Implicit Bias and Sycophancy in LLMs Implications for Fairness in Educational Decisions LLMs for Public Narrative We propose a novel computational framework for computational analysis of Public Narratives and demonstrate the potential of LLM-assisted annotation for scalable narrative analysis.
