Indeed, at each inclusion it slightly improves results, while Location is the most productive variable, as hypothesized by Chaudhry (2015).
note that the demographic-aware continuous model with the single Gender variable is outperformed by the model built on general word embeddings increased by discrete context variable (row 8 in Table 4).