Before revision:  Altogether, our findings shed new empirical insights on language grounding , suggesting that some physical properties are being captured by trained language models, and highlighting large room for future progress .
After revision:  Altogether, our findings shed new empirical insights on language grounding and its materialization in contextual language models .