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

    https://github.com/apache/spark/pull/20332#discussion_r164654897
  
    --- Diff: docs/ml-classification-regression.md ---
    @@ -111,10 +110,9 @@ Continuing the earlier example:
     
[`LogisticRegressionTrainingSummary`](api/java/org/apache/spark/ml/classification/LogisticRegressionTrainingSummary.html)
     provides a summary for a
     
[`LogisticRegressionModel`](api/java/org/apache/spark/ml/classification/LogisticRegressionModel.html).
    -Currently, only binary classification is supported and the
    -summary must be explicitly cast to
    
-[`BinaryLogisticRegressionTrainingSummary`](api/java/org/apache/spark/ml/classification/BinaryLogisticRegressionTrainingSummary.html).
 
    -Support for multiclass model summaries will be added in the future.
    +In the case of binary classification, certain additional metrics are
    --- End diff --
    
    I'm ambivalent - I think it is fairly clear through the phrasing 
"additional metrics are available...", and in the API doc link provided.


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