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.
After revision:  In this work, we consider a new question: to what extent contextual representations of concrete nouns extracted by trained language models relate to the physical properties of the objects they refer to.