Does anyone know a sure fire way to get rid of goutweed?

I am plagued with goutweed in an area of my garden. I keep digging it (all) out but now the soil is all soft and easy for it to spread. Is there something that you can spray on some of it and it will travel down the rhizome roots and kill it all?
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