In contrast, the semantic features, which account for the semantic cohesiveness of the populated corp tuples, are shown to be necessary.
remov-ing them degrades the extraction of the abbreviated names; these features allow prediction of abbreviated names jointly with the full corporate names, which are more regular (e.g., include a distinctive suffix).