Given the topics of the document d and a word w, We have used various methods to com-pute similarity including cosine similarity, predictive likelihood and KL-divergence (Heinrich, 2005), among which cosine similarity performs the best on both datasets.
we only show the results of the LDA baseline calculated using cosine similarity.