Github user rotationsymmetry commented on the pull request:

    https://github.com/apache/spark/pull/7769#issuecomment-126937968
  
    @jkbradley I originally thought this could be approximate because I am 
using the same algorithm as `describeTopics` which is approximate according to 
the documentation. Today I review the code more carefully, including the 
`BoundedPriorityQueue` that both methods are based on, I did not find any 
reason `describeTopics` or `topDocumentsPerTopic` are approximate. Shall we 
remove the "approximate" comment for both methods?


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