We therefore present in this paper a more generalized approach to joint inference via combinatorial factor constraints in factor graphs.
we describe a special-purpose combinatorial factor for constraining syntactic variables to a valid constituent bracketing, providing an efficient and flexible method for representing constituent syntax in graphical models.