Following<cite> Han et al. (2012)</cite> , we further filter the vocabulary via Information Gain Ratio (IGR), selecting the terms with the highest values until we reach a computationally feasible vocabulary size: here, 750K and 460K for TWITTER-US and TWITTER-WORLD.