1. A method utilizing an expanded CRF model, comprising: accessing an expanded Conditional Random Field (eCRF) model that includes modeling of labels with long-distance dependencies; constructing an expanded searching lattice comprising nodes and edges; extracting features; computing probability of the nodes and the edges in the searching lattice; determining a data sequence using the searching lattice; and outputting a data sequence.