Github user fhueske commented on the issue:

    https://github.com/apache/flink/pull/5094
  
    To add some more context, we decided to also join late records with records 
that are still in the cache to have a more complete join result (watermarks 
should not define the semantics of the query but just be a trigger for cleaning 
the state). Of course joining late records results in late records in the 
output but that is OK in my opinion. 
    
    What must *not* happen is that a join result of two records that both 
arrived in time (i.e, are not late) results in a joined output record that is 
late. I haven't looked at the details, but is this the case @hequn8128?


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