No, since you have been in the US more than 5 years, and have since passed the substantial presence test (assuming you have not left the country for long periods of time) you would be considered a Resident Alien.
No, the time does not restart when you start graduate school. It is a one time 5 year exemption, after the 5 years, your exemption is no longer valid.