Answering my own question in case someone fails to find the answer easily. 

As pointed out in  this really helpful discussion
<http://lucene.472066.n3.nabble.com/Updating-the-DocValues-field-doesn-t-seem-to-update-its-associated-StoredField-value-td4340150.html>
 
, MultiDocValues can be used. I tried it and it works.



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