While the focus of this paper is text-based user geolocation, state-of-the-art results for the three datasets have been achieved with hybrid text+network-based models, where the predictions of the text-based model are fed into a mention network as "dongle" nodes to each user node, providing a personalised geolocation prior for each user<cite> (Rahimi et al., 2015a)</cite> .