Despite this, its modeling strength is limited compared to structured models that use global inference to model consistency in the output, especially when there are strong dependencies between output labels (Collobert et al., 2011).
instead of classifying sentences independently with a Softmax layer, our second method is to model them jointly with a CRF layer (Lafferty et al., 2001).