Alternative focus with CRF RNN-CRF based models have achieved the state-of-the-art performance on various sequence labeling tasks (Huang et al., 2015;.
the labeling task we consider here is relatively unsophisticated in the sense that there are only two categories of labels -part of subject string (SUB) or not (O).