We evaluate our models over three pre-existing geotagged Twitter datasets: (1) GEOTEXT (Eisen-stein et al., 2010), (2) TWITTER-US <cite>(Roller et al., 2012)</cite> , and (3) TWITTER-WORLD (Han et al., 2012) .