this is with tf.idf and, for some reason, it has *lowered* the performance of the classifier. right now, having trained on 3 iterations (each clssifier is above 0.95 accuracy), we are getting an MRR of like 0.7. the tf.idf alone was about 0.5. I will continue to investigate this tomorrow