The equation above can be rewritten as Moreover, if we only improve the identical templates, the similarity matrix W T op f 2 and normalized matrix S T op f 2 degrade to identity matrices, the final iteration equation is There may be still noisy in the set of candidate NEs despite using the high-quality templates to find new entities.
we also need to filter out the non-NEs for the further processing to insure the high accuracy.