Quantifying the visual concreteness of words and topics in multimodal datasets

Jack Hessel, David Mimno, Lillian Lee

Multimodal machine learning algorithms aim to learn visual-textual correspondences. Previous work suggests that concepts with concrete visual manifestations may be easier to learn…