I have had good luck with an Ortho product "Weed-be-Gone" It works pretty well and is selective that it doesn't kill everything. It takes about a week and gradually the PI just withers a dies. It is an on going battle though as others have described, the birds and plants just keep reseeding. I would buy the concentrate and apply with a pump sprayer.
Wayne