Due to the number of variations of different document representations that can be explored (e.g., values of parameter M ) and space constraints in this section we will present results with the optimal settings that we've discovered for those parameters 4 .
in this section, all presented results are based on backward balancing where the documents are represented as a sequence of probabilities P r(+1|sentence) and the empty features for small documents are set to 0.