Ammonia will get latex paint out of anything. It actually dissolves it so soaking would be in order if it has been dried on for some time. Scrub it ever so often to help the ammonia along.
Do it in a well ventilated area as the ammonia gives off fumes. Be aware of what you are soaking as ammonia can also dissolve some glues as well.
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