I suppose it would be either 8 teams or 16, could be to do with scheduling or keeping the standard of teams high, but if you look at the teams who went out in the compulsory play-offs (France, Spain, Netherlands, Croatia) I'd say the latter was very debatable.
They are not always great tournaments to watch, in my opinion, it's not quite top level football even if the talent is there in many.