Are dogs allowed on these trails

Yes

Yes, but not at the lake.

Yes, just keep them on their leashes to make sure they don't wander off and to be considerate of other hikers.

Last time I was out there I seen people with leashed dogs

Yes they are, saw a couple when I was there last.