(2011) in relaxing (5) into a continuous optimization problem and refer the reader to their paper for a more in depth treatment.
relation tuples are generated from a multinomial distribution  each tuple in a document is assigned a hidden relation (z = z 1 ...z N ); each relation is represented by a multinomial distribution over features φ r (Dirichlet prior β).