The players who were sitting on the bench (probably actually chairs) when the scuffle took place were ejected for leaving the "bench". (The actual "bench" remained in the arena as far as I know).
God forbid referees that have to use discretion the entire game are forced to use discretion when players step on the court from the bench. Stupid rule.
I wish Alabama would have won, it would have shamed another Pitino.