To perform joint decoding at test time, we form the composition of the individual CRFs, viewed as finitestate transducers.
dynamic conditional random fields (Sutton et al., 2004) extend linear-chain CRFs in the same way that dynamic Bayes nets (dean & Kanazawa, 1989) extend HMMs.