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With latex paints (and some others) it should be taken off right away because when they dry, they create a 'skin' that will dry to the tape and peel pieces off with it, creating jagged edges. I usually remove about an hour after painting. If the tape has been left on longer, you can take a razor blade/knife and cut just thru along the line of the tape.