Before revision:  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.
After revision:  In this work, we propose a method for characterizing how language representations of concrete nouns extracted by trained language models relate to the physical appearance of the objects they refer to.