Original:  In this work, we propose a method for characterizing how language representations of concrete nouns  relate to the physical appearance of the objects they refer to.
Revised:  In this work, we characterize how contextual representations of concrete nouns relate to the physical appearance of the objects they refer to.
Edit intent: clarity