How do I turn off captioning?

How do I turn off captioning? On my iMac I somehow turned on something (I'm guessing in "Accessibility") that generates a text box underneath any text on the screen, probably to make it easier to read small text. I can't figure out how to turn it off, or what I did to turn it on. Rebooting didn't make it go away.