“Negrito” was the term applied to the small, bushmen-like peoples living near the Clark AFC bombing range in the Philippines.
The Urban Dictionary definitely prefers negrata to negrito. In negrito's case, note the down-votes on definition 4. Also, none of the four UD definitions is the anthropological one (but, of course, this is the Urban Dictionary).
So, I conclude, negrata is the winner.