How does the number of parameters scale with resolution?

Specifically, how much slower this would be if the audio was, say, 10 bits?

I recall a lab exercise in college where we were supposed to increase the resolution of a quantizer until we reached a decent tone and 10 bits were the point at which we reached satisfying quality.