Should I prune my Crepe Myrtle?

I have a large Crepe Myrtle that only put on leaves "here and there". It was late starting. Should I prune out the branches that have no leaves or just let it go a while longer? I'm trying to give it the best chance possible to be as beautiful as it was last year.
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