Quantifying the Sources of Instability in LLM-Based Stance Analysis of Public Discourse

Bo Chen

Computational social science increasingly relies on automated preprocessing pipelines -- speaker diarization, ASR transcript cleaning, sentence segmentation -- to convert raw media…