Safe is better than sorry.
Have the father(s) of the children give you an authorization to travel with the children. Have it stamped at the local Dominican consulate.
You didn't say whether each of the children has his/her own passport or are travelling under your passport. If the latter, that might explain why you have not been required to produce the papers required.
Cordially,
HB
