1. A method to select features for maximum entropy modeling, the method comprising: determining gains for candidate features during an initialization stage and for only top-ranked features during each feature selection stage; ranking the candidate features in an ordered list based on the determined gains; selecting a top-ranked feature in the ordered list with a highest gain; and adjusting a model using the selected using the top-ranked feature.