We simulate weighting training sentences by adding multiple copies to the training files of the experts.
for 2-topic experiments, a sentence with 80% probability for topic 1 will be included 8 times in the expert for topic 1 and 2 times in the expert for topic 2, rounding up small percentages so that every sentence will be added to every expert at least once.