Well it depends on what you call slow. Myself; I would not like it at all and it would bother me quite a bit. I'd say 5ms is my own limit, anything above would be noticeably delayed.
Response time is only part of input lag, there are a long list of other things that influence it. The only thing response time can reliably tell you is how much motion blur a display will have.