Their work focused on the citation parsing 3 (i.e., sequence labeling) task which does not suffer from the above issue as no O label is involved.
the model regards the missing labels as latent variables and learns a latent variable CRF using the following loss: the resulting model is called missing label linear-chain CRF (M-CRF) 6 .