If there is no pitting, yeah I just scrape them down. if there is, or if I want to see what's going on I hit them with a scotchbrite pad to clean out any corrosion. soap and water, and a good drying.
Its one of the advantages to the larger sizes, there is more to loose before you risk cracking it. Thinking about it, i feel like my "better" steels, I have one from going-gear that I installed on an ESEE firekit in place of the original misch-metal, and my blast-match corrode more easily, where my mid-range ones (handle-less blanks off the bay) work well, but are more stable, and the super cheapies that you have to really work at to throw sparks are the most resistant. Given that what we are working with is a reactive material, that makes sense in my head.