From the abstract of your link 2:
> As indicated by the results: (1) Family welfare policies notably boost fertility, and the boosting effect is long-lasting
There appears to be a concerned effort to claim that incentivising raising children doesn't work.
Clearly the people with (control of) the money don't feel like spending it on this.