Indeed, all demographic-aware embeddings improve over the demographic-agnostic embeddings, even boosted by discrete demographic variables, to the only exception of the gender-aware model (row 10 in Table 4).
a maximum difference is obtained by the demographic word embedding that counts with Age, Gender and Location variables at levels of 9.5% of F 1 score, when compared to demographic-agnostic word embeddings.