How to compare LDA and TF-IDF?
If you have the ground truth value of the documents (their topics) all you gotta do is pick a metric and compare results. For classification problems, as yours, a common metric would be f1_score; reference: http://scikit-learn.org/stable/modules/generated/sklearn.metrics.f1_score.html