When used to smooth the document language model,however, the LDA probabilities can significantly improve the effectiveness of query likelihood ranking. Table 7.7 shows the high-probability words from four LDA topics (out of 100) generated from a sample of TREC news stories.
Note that the names of the topics were not automatically generated.