Github user sethah commented on a diff in the pull request:

    https://github.com/apache/spark/pull/15874#discussion_r87874663
  
    --- Diff: mllib/src/main/scala/org/apache/spark/ml/feature/LSH.scala ---
    @@ -35,26 +35,26 @@ private[ml] trait LSHParams extends HasInputCol with 
HasOutputCol {
       /**
        * Param for the dimension of LSH OR-amplification.
        *
    -   * In this implementation, we use LSH OR-amplification to reduce the 
false negative rate. The
    -   * higher the dimension is, the lower the false negative rate.
    +   * LSH OR-amplification can be used to reduce the false negative rate. 
The higher the dimension
    --- End diff --
    
    We are still using the word "dimension" here. It might also be useful to 
add that reducing false negatives comes at the cost of added computation. How 
does this sound?
    
    ````
       * Param for the number of hash tables used in LSH OR-amplification.
       *
       * LSH OR-amplification can be used to reduce the false negative rate. 
Higher values for this 
       * param lead to a reduced false negative rate, at the expense of added 
computational complexity.
    ````


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