What Does the Model See? Representation Validity in Multimodal LLM-Based Video Analysis

Christian Pipal, Eva-Maria Vogel, Morgan Wack

Multimodal large language models (MLLMs) allow social scientists to analyze video at scale, but researchers must decide which parts of a video to provide as input. We use the term…