Yep, rinsing with heaps of water is the answer, but in an emergency, if you can drink it, you can rinse with it.
I had an accident with caustic soda last year while cleaning drains. I had goggles, gloves, apron and the rest of my full PPE kit on. I slipped and landed on my butt while...