private static Set<Long> findNominalizations(Dictionary dic) throws SMatchException { log.info("Creating nominalizations array..."); try { Set<Long> keys = new HashSet<>(); int count = 0; Iterator<Synset> it = dic.getSynsetIterator(POS.VERB); while (it.hasNext()) { count++; if (0 == count % 1000) { log.debug("nominalizations: " + count); } Synset source = it.next(); List<Pointer> pointers = source.getPointers(PointerType.DERIVATION); for (Pointer pointer : pointers) { if (POS.NOUN.equals(pointer.getTargetPOS())) { long targetOffset = pointer.getTargetOffset(); long key = (source.getOffset() << 32) + targetOffset; keys.add(key); } } } log.info("Nominalizations: " + keys.size()); return keys; } catch (JWNLException e) { throw new SMatchException(e.getClass().getSimpleName() + ": " + e.getMessage(), e); } }