Before revision:  In this work, we characterize how contextual representations of concrete nouns extracted by trained language models relate to the physical properties of the objects they refer to. Our approach uses a probing model that examines how effective these language representations are in discerning between different visual representations.
After revision:  In this work, we characterize how contextual representations of concrete nouns are aligned with corresponding visual representations? We design a probing model that examines how effective these language representations are in discerning between different visual representations.