The k-th dimension P (z = k|d) means the probability of topic k given document d. Different from rule-topic distribution, the documenttopic distribution can be directly inferred by an offthe-shelf LDA tool.
in addition to the traditional hiero system, we also compare with the topic-specific lexicon translation method in Zhao and Xing (2007).