We also compare our dynamic transition matrix method with the global transition matrix method, which maintains only one transition matrix for all training instances.
instead of dynam-ically generating a transition matrix for each datum, we first initialize an identity matrix T ∈ R |C|×|C| , where |C| is the number of relations (including no-relation).