I usually pull my early plants when they decline, and new ones pop up to take their places. The new plants usually bloom nicely for a couple of weeks before they're eventually killed by frost. Granted, I do scatter seed as I pull plants and consequently need to pull extra seedlings, but to me at least, it's worth it.