Original:  To better understand how text models are connected to our visual perceptions , we propose a method for examining the similarities between neural representations extracted from words in text and objects in images .
Revised:  To better understand how text models are connected to our visual perceptions , we propose a method for characterizing how language representations of concrete nouns relate to the physical appearance of the objects they refer to .
Edit intent: meaning-changed