text: When we run our classifiers on resource-tight environments such as cell-phones , we can use a random feature mixing technique ( Ganchev and Dredze , 2008 ) or a memory-efficient trie implementation based on a succinct data structure ( Jacobson , 1989 ; Delpratt et al. , 2006 ) to reduce required memory usage .