Before revision:  The networks trained on lexical items from TIMIT learn to encode unique information corresponding to lexical items in the form of categorical variables  .
After revision:  The networks trained on lexical items from TIMIT learn to encode unique information corresponding to lexical items in the form of categorical variables in their latent space .