controlling goosegrass

I'm in MA and have a problem w/goosegrass. What's the best way to control it? I overseed every fall. I have tried corn meal gluten, hand pulling and spot treatments w/Bayer advanced weed killer. I cut my grass high and deep water infrequently. My soil isn't the greatest.
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