Especially compared PSWAM with LIU, both of which are based on word alignment model, we can see PSWAM identifies opinion relations by performing WAM under partial supervision, which can effectively improve the precision when dealing with small and medium corpus.
only using nearest neighbor rule to mine the modifier for each candidate cannot obtain precise results.