We present a data-driven parser that derives both constituent structures and dependency structures, alone or in combination, in one
and the same process. When trained and tested on data from the Swedish treebank Talbanken05, the parser achieves a labeled dependency accuracy of 82% and a labeled bracketing F-score of 75%.