The proposed joint model thus can be used to train the monolingual NE recognition model via semi-supervised learning on a large unlabeled bilingual corpus.
when semi-supervised learning is conducted for learning the NE recognition model, MERT-W is expected to guide the search process for convergence towards the human annotation.