4 We adopt a log-linear approach to model the conditional probability of each hyperpath as follows: where f (x, y) is the score function for any pair of input sentence x and output mention combination y, which corresponds to a unique hyperpath G y .
in terms of F 1 , the unrestricted semi-CRF performs worse while unrestricted SH performs better compared to their restricted counterparts.