I would probably consider using a color matched calking. My favorite for general purpose use is phenoseal adhesive calk.http://www.phenoseal.com/prod_doesit.html
You can lay it in there and then tool it with a damp finger and then a damp smooth sponge if necessary. You should be able to find a good color match too.
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