Before revision:  Our approach uses a lightweight probing model that learns to map language representations of concrete words to the visual domain .
After revision:  Our approach uses a lightweight probing model that examines how useful language representations are in discerning between different visual representations. We show evidence of a surprising common ground with the visual domain .