As analyzed in this paper, this problem is directly caused by the imbalance of the number of training documents between categories and the imbalance of the separation degree between categories.
in ExFCFS, we adjust FCFS score of a term with respect to a category in inverse proportion to these factors in order to improve the classification performance of rare categories and poor separation categories after filter feature selection process.