Pick one.  It doesn't matter which.

Just to confirm, the children do NOT qualify as dependents, right?  It doesn't matter if they "file their own tax returns", what matters if they are eligible to be claimed as a dependent.

If they are all agreeable, it will likely have better overall results to allocate 100% to one tax return - the tax return with the lowest Federal Poverty percentage.