Github user mengxr commented on the pull request:

    https://github.com/apache/spark/pull/1155#issuecomment-48636028
  
    The raw scores are not scalars but a vector indicating confidence for each 
class. Let's freeze the features for this PR in order to get it in quickly. It 
is fine to keep the name `MulticlassMetrics` because it does provide evaluation 
metrics. 


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