Github user mengxr commented on the pull request:

    https://github.com/apache/spark/pull/6019#issuecomment-100766990
  
    @jkbradley If a Param is identified by the parents' uid and its name, 
`Param.toString` shouldn't output the default value and user-supplied value for 
a particular parent, since a param is not attached to a single parent but also 
its derivatives. I think this is all I want to add into this PR. I was waiting 
for the OneVsRest to go in first and update this.


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