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Christian Pipal

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#computer vision Preprint Nov 2026

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

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 representation validity to examine how text, audio, video, and combined inputs affect measurement and subsequent analysis. We compare input...

Christian Pipal, E. Vogel, Morgan Wack · 0 citations

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