Conceptual alignment? We find that neither more traditional supervised models nor advanced LLM-based models seem to fully capture the intended conceptual richness for social science content classifications.

Can unsupervised image clustering imitate social scientists' gazes? Short answer: no; supervised image clustering cannot – at least yet – replace social scientists, not even with visual language models. Here is our reasoning for this conclusion: open.substack.com/pub/socially...