Github user JoshRosen commented on the pull request:

    https://github.com/apache/spark/pull/1639#issuecomment-50576330
  
    This method is intended to be called by Scala classes that implement 
Java-friendly wrappers for the Spark Scala API.  For instance, MLlib has APIs 
that accept RDD[LabelledPoint].  Ideally, the Java wrapper code can simply call 
the underlying Scala methods without having to worry about how they're 
implemented.  Therefore, I think we should prefer the `retag()`-based approach, 
since  `collectSeq` would require us to modify the Scala consumer of the RDD.
    
    Since this is a private, internal API, we should be able to revisit this 
decision if we change our minds later.


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