Can I lower the interest rate on my mortgage without refinancing?

I am considering refinancing, but I am not really too sure yet. Is there any way that I could call my current lender and just negotiate a lower interest rate with them? This way I could possibly avoid all of the closing costs, etc that are associated with refinancing. Has anyone had any luck with this?
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