• Theoretically, we show that unlike a recently proposed state-of-the-art model that we compare against, our model does not exhibit the spurious structures issue in its learning procedure.
(2007) proposed a cascading approach using multiple linear-chain CRF models, each handling a subset of all the possible mention types, where the models which come later in the pipeline have access to the predictions of the models earlier in the pipeline.