Authors: Filip Nowicki, Hubert Marciniak, Jakub Łączkowski, et al.

Venue: arXiv preprint arXiv:2602.00123

Summary: Benchmarks nine vision-language models on three validated affective image datasets for emotion classification and rating prediction, showing good alignment with human judgments overall but weaker performance on finer affective nuance.