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

    https://github.com/apache/spark/pull/11621#discussion_r58460722
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/regression/LinearRegression.scala ---
    @@ -539,6 +539,10 @@ class LinearRegressionTrainingSummary 
private[regression] (
      * Linear regression results evaluated on a dataset.
      *
      * @param predictions predictions outputted by the model's `transform` 
method.
    + * @param predictionCol Field in "predictions" which gives the predicted 
value of the label at
    + *                      each instance.
    + * @param labelCol Field in "predictions" which gives the true label of 
each instance
    + *                 (if available).
    --- End diff --
    
    I added "(if available)" to these descriptions, but isn't the `labelCol` 
for sure going to be defined in any dataset that was trained or evaluated on 
that will lead to a summary object? 


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