Finally, NIL candidates, that were not assigned a link at the previous step, get clustered with the most similar NILs or constitute a singleton NIL cluster if no similar mentions can be found (step III).
paraLink combines ppRSim with three additional refining steps based on paraphrase similarity between entity mention strings (Figure 2,3).