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 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. Interplay Between Implicit Bias and Sycophancy in LLMs Implications for Fairness in Educational Decisions Interpretablity of Language Models Using Category Theory
