예제 #1
0
 public void writeLocalFeatures(Instance instance, BufferedWriter writer) throws IOException {
   boolean useGlobalFeatures = params.getUseGlobalFeatures();
   params.setUseGlobalFeatures(false);
   for (int i = 0; i < instance.size(); i++) {
     SparseFeatureVector localFv =
         calculateFeature(
             instance,
             instance.getGoldLabel(),
             i,
             instance.getSequence().get(i).getNegativeClassLabel());
     localFv.compact();
     LabelUnit label = instance.getGoldLabel().getLabel(i);
     writer.append(label.toString());
     Map<Integer, Double> fvMap = new TreeMap<Integer, Double>();
     for (VectorEntry entry : localFv.getFeatureVectors().get(0).getSv()) {
       fvMap.put(entry.index(), entry.get());
     }
     for (Entry<Integer, Double> fvEntry : fvMap.entrySet()) {
       writer.append(" ");
       writer.append(String.valueOf(fvEntry.getKey()));
       writer.append(":");
       writer.append(String.valueOf(fvEntry.getValue()));
     }
     writer.append("\n");
   }
   writer.flush();
   params.setUseGlobalFeatures(useGlobalFeatures);
 }
예제 #2
0
 @Override
 public SparseFeatureVector calculateFeature(
     Instance instance,
     Label y,
     int lastIndex,
     int target,
     LabelUnit candidateLabelUnit,
     boolean local) {
   // TODO cache strings
   SparseFeatureVector fv = new SparseFeatureVector(params);
   if (instance.getSequence().get(target) instanceof Word) {
     Word word = (Word) instance.getSequence().get(target);
     String candidateLabel = ((WordLabelUnit) candidateLabelUnit).getLabel();
     assert word.getWord().getCache() != null
         : word.getWord().getId() + ":" + word.getWord().getRealBase();
     fv.add(word.getWord().getCache().getNodeFeatures(), candidateLabel);
     if (params.getUseGlobalFeatures() && !local) {
       SparseFeatureVector globalFv =
           calcWordGlobalFeatures(
               word, instance, y, lastIndex, (WordLabelUnit) candidateLabelUnit);
       assert params.getAverageNumWords() > 0.;
       globalFv.scale(params.getGlobalWeight());
       fv.add(globalFv, "GLOBAL");
     }
   } else {
     assert instance.getSequence().get(target) instanceof Pair;
     Pair pair = (Pair) instance.getSequence().get(target);
     PairLabelUnit candidatePairLabelUnit = (PairLabelUnit) candidateLabelUnit;
     Node w1 = pair.getW1().getWord();
     Node w2 = pair.getW2().getWord();
     fv.add(
         w1.getCache().getFullPathFeatures(w2), candidatePairLabelUnit.getLabel().concat("PATH"));
     if (params.getUseGlobalFeatures() && !local) {
       SparseFeatureVector globalFv =
           calcPairGlobalFeatures(pair, instance, y, lastIndex, candidatePairLabelUnit);
       assert params.getAverageNumWords() > 0.;
       globalFv.scale(params.getGlobalWeight());
       fv.add(globalFv, "GLOBAL");
     }
   }
   assert fv.size() > 0;
   return fv;
 }
예제 #3
0
  protected SparseFeatureVector calcPairGlobalFeatures(
      Pair pair, Instance instance, Label y, int lastIndex, PairLabelUnit candidateLabelUnit) {
    SparseFeatureVector globalFv = new SparseFeatureVector(params);
    if (candidateLabelUnit.isNegative()) {
      return globalFv;
    }
    SparseFeatureVector parallelFv = new SparseFeatureVector(params);
    StringSparseVector counterFv = new StringSparseVector(params);
    StringSparseVector wordPairFv = new StringSparseVector(params);

    String candidateLabel = candidateLabelUnit.getLabel();
    Word w1 = pair.getW1();
    Word w2 = pair.getW2();

    JointInstance jInstance = (JointInstance) instance;
    int w1Index = jInstance.getWord(w1.getId());
    int w2Index = jInstance.getWord(w2.getId());

    String w1Base = w1.getWord().getRealBase();
    String w1POS = w1.getWord().getPOS();
    String w2Base = w2.getWord().getRealBase();
    String w2POS = w2.getWord().getPOS();

    for (int i = 0; i <= lastIndex; i++) {
      if (y.getLabel(i).isNegative()) continue;
      if (y.getLabel(i) instanceof PairLabelUnit) {
        if (!params.getUseGlobalRelationFeatures()) continue;
        PairLabelUnit adjLabelUnit = (PairLabelUnit) y.getLabel(i);
        String adjLabel = adjLabelUnit.getLabel();
        Pair adjPair = (Pair) instance.getSequence().get(i);
        Word adjW1 = adjPair.getW1();
        Word adjW2 = adjPair.getW2();
        if (adjW1.getId() == w1.getId()) {
          if (adjW2.getId() < w2.getId()) {
            addSecondOrderInfoToFV(counterFv, candidateLabel, w1Base, w1POS, adjLabel, "PARA-E1");
            addParallelInfoToFV(
                parallelFv,
                w1Base,
                w1POS,
                adjW2.getWord(),
                adjLabel,
                w2.getWord(),
                candidateLabel,
                "PARA-E1");
            int triangleIndex = jInstance.getWordPair(adjW2.getId(), w2.getId());
            if (triangleIndex <= lastIndex) {
              PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex));
              if (!thirdLabelUnit.isNegative()) {
                addTriangleToFV(
                    counterFv,
                    adjLabel,
                    w1Base,
                    w1POS,
                    candidateLabel,
                    w2Base,
                    w2POS,
                    thirdLabelUnit.getLabel(),
                    adjW2.getWord().getRealBase(),
                    adjW2.getWord().getPOS());
              }
            }
          } else {
            addSecondOrderInfoToFV(counterFv, adjLabel, w1Base, w1POS, candidateLabel, "PARA-E1");
            addParallelInfoToFV(
                parallelFv,
                w1Base,
                w1POS,
                w2.getWord(),
                candidateLabel,
                adjW2.getWord(),
                adjLabel,
                "PARA-E1");
            int triangleIndex = jInstance.getWordPair(w2.getId(), adjW2.getId());
            if (triangleIndex <= lastIndex) {
              PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex));
              if (!thirdLabelUnit.isNegative()) {
                addTriangleToFV(
                    counterFv,
                    candidateLabel,
                    w1Base,
                    w1POS,
                    adjLabel,
                    adjW2.getWord().getRealBase(),
                    adjW2.getWord().getPOS(),
                    thirdLabelUnit.getLabel(),
                    w2Base,
                    w2POS);
              }
            }
          }
        } else if (adjW2.getId() == w1.getId()) {
          if (adjW1.getId() < w2.getId()) {
            addParallelInfoToFV(
                parallelFv,
                w1Base,
                w1POS,
                adjW1.getWord(),
                adjLabel,
                w2.getWord(),
                candidateLabel,
                "SEQ");
            int triangleIndex = jInstance.getWordPair(adjW1.getId(), w2.getId());
            if (triangleIndex <= lastIndex) {
              PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex));
              if (!thirdLabelUnit.isNegative()) {
                addTriangleToFV(
                    counterFv,
                    adjLabel,
                    w1Base,
                    w1POS,
                    candidateLabel,
                    w2Base,
                    w2POS,
                    thirdLabelUnit.getLabel(),
                    adjW1.getWord().getRealBase(),
                    adjW1.getWord().getPOS());
              }
            }
          } else {
            addParallelInfoToFV(
                parallelFv,
                w1Base,
                w1POS,
                w2.getWord(),
                adjLabel,
                adjW1.getWord(),
                candidateLabel,
                "RSEQ");
            int triangleIndex = jInstance.getWordPair(w2.getId(), adjW1.getId());
            if (triangleIndex <= lastIndex) {
              PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex));
              if (!thirdLabelUnit.isNegative()) {
                addTriangleToFV(
                    counterFv,
                    candidateLabel,
                    w1Base,
                    w1POS,
                    adjLabel,
                    adjW1.getWord().getRealBase(),
                    adjW1.getWord().getPOS(),
                    thirdLabelUnit.getLabel(),
                    w2Base,
                    w2POS);
              }
            }
          }
          addSecondOrderInfoToFV(counterFv, candidateLabel, w1Base, w1POS, adjLabel, "SEQ");
        } else if (adjW2.getId() == w2.getId()) {
          if (adjW1.getId() < w1.getId()) {
            addParallelInfoToFV(
                parallelFv,
                w2Base,
                w2POS,
                adjW1.getWord(),
                adjLabel,
                w1.getWord(),
                candidateLabel,
                "PARA-E2");
            addSecondOrderInfoToFV(counterFv, candidateLabel, w2Base, w2POS, adjLabel, "PARA-E2");
            int triangleIndex = jInstance.getWordPair(adjW1.getId(), w1.getId());
            if (triangleIndex <= lastIndex) {
              PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex));
              if (!thirdLabelUnit.isNegative()) {
                addTriangleToFV(
                    counterFv,
                    adjLabel,
                    w2Base,
                    w2POS,
                    candidateLabel,
                    w1Base,
                    w1POS,
                    thirdLabelUnit.getLabel(),
                    adjW1.getWord().getRealBase(),
                    adjW1.getWord().getPOS());
              }
            }
          } else {
            addParallelInfoToFV(
                parallelFv,
                w2Base,
                w2POS,
                w1.getWord(),
                candidateLabel,
                adjW1.getWord(),
                adjLabel,
                "PARA-E2");
            addSecondOrderInfoToFV(counterFv, adjLabel, w2Base, w2POS, candidateLabel, "PARA-E2");
            int triangleIndex = jInstance.getWordPair(w1.getId(), adjW1.getId());
            if (triangleIndex <= lastIndex) {
              PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex));
              if (!thirdLabelUnit.isNegative()) {
                addTriangleToFV(
                    counterFv,
                    candidateLabel,
                    w2Base,
                    w2POS,
                    adjLabel,
                    adjW1.getWord().getRealBase(),
                    adjW1.getWord().getPOS(),
                    thirdLabelUnit.getLabel(),
                    w1Base,
                    w1POS);
              }
            }
          }
        } else if (adjW1.getId() == w2.getId()) {
          if (w1.getId() < adjW2.getId()) {
            addParallelInfoToFV(
                parallelFv,
                w2Base,
                w2POS,
                w1.getWord(),
                candidateLabel,
                adjW2.getWord(),
                adjLabel,
                "SEQ");
            int triangleIndex = jInstance.getWordPair(w1.getId(), adjW2.getId());
            if (triangleIndex <= lastIndex) {
              PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex));
              if (!thirdLabelUnit.isNegative()) {
                addTriangleToFV(
                    counterFv,
                    candidateLabel,
                    w2Base,
                    w2POS,
                    adjLabel,
                    adjW2.getWord().getRealBase(),
                    adjW2.getWord().getPOS(),
                    thirdLabelUnit.getLabel(),
                    w1Base,
                    w1POS);
              }
            }
          } else {
            addParallelInfoToFV(
                parallelFv,
                w2Base,
                w2POS,
                adjW2.getWord(),
                candidateLabel,
                w1.getWord(),
                adjLabel,
                "RSEQ");
            int triangleIndex = jInstance.getWordPair(adjW2.getId(), w1.getId());
            if (triangleIndex <= lastIndex) {
              PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex));
              if (!thirdLabelUnit.isNegative()) {
                addTriangleToFV(
                    counterFv,
                    adjLabel,
                    w2Base,
                    w2POS,
                    candidateLabel,
                    w1Base,
                    w1POS,
                    thirdLabelUnit.getLabel(),
                    adjW2.getWord().getRealBase(),
                    adjW2.getWord().getPOS());
              }
            }
          }
          addSecondOrderInfoToFV(counterFv, adjLabel, w2Base, w2POS, candidateLabel, "SEQ");
        } else {
          if (adjW1.getId() < w1.getId()
              && w1.getId() < adjW2.getId()
              && adjW2.getId() < w2.getId()) {
            counterFv.add("PROJ".concat(adjLabel).concat(candidateLabel), 1.);
          } else if (w1.getId() < adjW1.getId()
              && adjW1.getId() < w2.getId()
              && w2.getId() < adjW2.getId()) {
            counterFv.add("PROJ".concat(candidateLabel).concat(adjLabel), 1.);
          }
        }
      } else {
        if (w1Index == i) {
          assert y.getLabel(i) instanceof WordLabelUnit;
          String w1Label = ((WordLabelUnit) y.getLabel(i)).getLabel();
          wordPairFv.add(w1Label.concat(candidateLabel), 1.);
          wordPairFv.add(w1Label.concat(w1Base).concat(candidateLabel), 1.);
        }
        if (w2Index == i) {
          assert y.getLabel(i) instanceof WordLabelUnit;
          String w2Label = ((WordLabelUnit) y.getLabel(i)).getLabel();
          wordPairFv.add(candidateLabel.concat(w2Label), 1.);
          wordPairFv.add(candidateLabel.concat(w2Base).concat(w2Label), 1.);
        }
      }
    }
    if (params.getUseFullFeatures()) {
      int w1Idx = ((JointInstance) instance).getWord(pair.getW1().getId());
      int w2Idx = ((JointInstance) instance).getWord(pair.getW2().getId());
      if (w1Idx <= lastIndex && w2Idx <= lastIndex) {
        // w-rel-w
        String w1Label = ((WordLabelUnit) y.getLabel(w1Idx)).getLabel();
        String w2Label = ((WordLabelUnit) y.getLabel(w2Idx)).getLabel();
        wordPairFv.add(w1Label.concat(candidateLabel).concat(w2Label), 1.);
        wordPairFv.add(
            w1Label.concat(w1Base).concat(candidateLabel).concat(w2Label).concat(w2Base), 1.);
        List<Word> e1Words =
            getEntityWords(pair.getW1(), instance, y, lastIndex, (WordLabelUnit) y.getLabel(w1Idx));
        String e1String = "", e2String = "", w1LabelType = "", w2LabelType = "";
        if (e1Words.size() != 0) {
          e1String = entityString(e1Words);
          w1LabelType = ((WordLabelUnit) y.getLabel(w1Idx)).getType();
          wordPairFv.add(w1LabelType.concat(candidateLabel), 1.);
          wordPairFv.add(w1LabelType.concat(e1String).concat(candidateLabel), 1.);
        }
        List<Word> e2Words =
            getEntityWords(pair.getW2(), instance, y, lastIndex, (WordLabelUnit) y.getLabel(w2Idx));
        if (e2Words.size() != 0) {
          e2String = entityString(e2Words);
          w2LabelType = ((WordLabelUnit) y.getLabel(w2Idx)).getType();
          wordPairFv.add(candidateLabel.concat(w2LabelType), 1.);
          wordPairFv.add(candidateLabel.concat(w2LabelType).concat(e2String), 1.);
        }
        // ent-rel-ent
        if (e1Words.size() != 0 && e2Words.size() != 0) {
          wordPairFv.add(w1LabelType.concat(candidateLabel).concat(w2LabelType), 1.);
          wordPairFv.add(
              w1LabelType
                  .concat(e1String)
                  .concat(candidateLabel)
                  .concat(w2LabelType)
                  .concat(e2String),
              1.);
        }
      }
    }
    globalFv.add(parallelFv, "PARA");
    globalFv.add(counterFv, "COUNT");
    globalFv.add(wordPairFv, "WORDPAIR");
    globalFv.scale(params.getRelWeight());
    return globalFv;
  }
예제 #4
0
  protected SparseFeatureVector calcWordGlobalFeatures(
      Word word, Instance instance, Label y, int lastIndex, WordLabelUnit candidateLabelUnit) {
    SparseFeatureVector globalFv = new SparseFeatureVector(params);
    StringSparseVector wordPairFv = new StringSparseVector(params);
    StringSparseVector wordFv = new StringSparseVector(params);

    String candidateLabel = candidateLabelUnit.getLabel();
    String wBase = word.getWord().getRealBase();
    String wPOS = word.getWord().getPOS();

    int[] contextWords = new int[4];
    Arrays.fill(contextWords, -1);

    for (int i = 0; i <= lastIndex; i++) {
      if (y.getLabel(i) instanceof PairLabelUnit) {
        if (y.getLabel(i).isNegative()) continue;
        if (candidateLabelUnit.isNegative()) {
          continue;
        }
        Pair pair = (Pair) instance.getSequence().get(i);
        if (pair.getW1().getId() == word.getId()) {
          String pairLabel = ((PairLabelUnit) y.getLabel(i)).getLabel();
          wordPairFv.add(candidateLabel.concat(pairLabel), 1.);
          wordPairFv.add(candidateLabel.concat(wBase).concat(pairLabel), 1.);
          if (params.getUseFullFeatures()) {
            // w-rel-w
            int w2Idx = ((JointInstance) instance).getWord(pair.getW2().getId());
            if (w2Idx <= lastIndex) {
              String w2Base = pair.getW2().getWord().getRealBase();
              String w2Label = ((WordLabelUnit) y.getLabel(w2Idx)).getLabel();
              wordPairFv.add(candidateLabel.concat(pairLabel).concat(w2Label), 1.);
              wordPairFv.add(
                  candidateLabel.concat(wBase).concat(pairLabel).concat(w2Label).concat(w2Base),
                  1.);
            }
          }
        } else if (pair.getW2().getId() == word.getId()) {
          String pairLabel = ((PairLabelUnit) y.getLabel(i)).getLabel();
          wordPairFv.add(pairLabel.concat(candidateLabel), 1.);
          wordPairFv.add(pairLabel.concat(wBase).concat(candidateLabel), 1.);
          if (params.getUseFullFeatures()) {
            // w-rel-w
            int w1Idx = ((JointInstance) instance).getWord(pair.getW1().getId());
            if (w1Idx <= lastIndex) {
              String w1Base = pair.getW1().getWord().getRealBase();
              String w1Label = ((WordLabelUnit) y.getLabel(w1Idx)).getLabel();
              wordPairFv.add(w1Label.concat(pairLabel).concat(candidateLabel), 1.);
              wordPairFv.add(
                  w1Base.concat(w1Label).concat(pairLabel).concat(candidateLabel).concat(wBase),
                  1.);
            }
          }
        }
      } else {
        assert y.getLabel(i) instanceof WordLabelUnit;
        if (!params.getUseGlobalEntityFeatures()) continue;
        Word w2 = (Word) instance.getSequence().get(i);
        if (w2.getId() == word.getId() - 2) {
          contextWords[0] = i;
        }
        if (w2.getId() == word.getId() - 1) {
          String wordLabel = ((WordLabelUnit) y.getLabel(i)).getLabel();
          contextWords[1] = i;
          addBigramToFV(
              wordFv,
              wordLabel,
              w2.getWord().getRealBase(),
              w2.getWord().getPOS(),
              candidateLabel,
              wBase,
              wPOS);
        } else if (word.getId() == w2.getId() - 1) {
          String wordLabel = ((WordLabelUnit) y.getLabel(i)).getLabel();
          contextWords[2] = i;
          addBigramToFV(
              wordFv,
              candidateLabel,
              wBase,
              wPOS,
              wordLabel,
              w2.getWord().getRealBase(),
              w2.getWord().getPOS());
        } else if (word.getId() == w2.getId() - 2) {
          contextWords[3] = i;
        }
      }
    }

    List<Word> entityWords = getEntityWords(word, instance, y, lastIndex, candidateLabelUnit);
    if (entityWords.size() > 0) {
      if (params.getUseFullFeatures()) {
        String entString = entityString(entityWords);
        String candidateLabelType = candidateLabelUnit.getType();
        wordFv.add(candidateLabelType.concat(entString), 1.);
        Word lastWord = entityWords.get(entityWords.size() - 1);
        for (int i = 0; i <= lastIndex; i++) {
          if (y.getLabel(i) instanceof PairLabelUnit) {
            if (y.getLabel(i).isNegative()) continue;
            Pair pair = (Pair) instance.getSequence().get(i);
            if (pair.getW1().getId() == lastWord.getId()) {
              String pairLabel = ((PairLabelUnit) y.getLabel(i)).getLabel();
              wordPairFv.add(candidateLabelType.concat(pairLabel), 1.);
              wordPairFv.add(candidateLabelType.concat(entString).concat(pairLabel), 1.);
              // ent-rel-ent
              int w2Idx = ((JointInstance) instance).getWord(pair.getW2().getId());
              if (w2Idx <= lastIndex) {
                List<Word> e2Words =
                    getEntityWords(
                        pair.getW2(), instance, y, lastIndex, (WordLabelUnit) y.getLabel(w2Idx));
                if (e2Words.size() > 0) {
                  String e2String = entityString(e2Words);
                  String w2LabelType = ((WordLabelUnit) y.getLabel(w2Idx)).getType();
                  wordPairFv.add(candidateLabelType.concat(pairLabel).concat(w2LabelType), 1.);
                  wordPairFv.add(
                      candidateLabelType
                          .concat(entString)
                          .concat(pairLabel)
                          .concat(w2LabelType)
                          .concat(e2String),
                      1.);
                }
              }
            } else if (pair.getW2().getId() == lastWord.getId()) {
              String pairLabel = ((PairLabelUnit) y.getLabel(i)).getLabel();
              wordPairFv.add(pairLabel.concat(candidateLabelType), 1.);
              wordPairFv.add(pairLabel.concat(candidateLabelType).concat(entString), 1.);
              // ent-rel-ent
              int w1Idx = ((JointInstance) instance).getWord(pair.getW1().getId());
              if (w1Idx <= lastIndex) {
                List<Word> e1Words =
                    getEntityWords(
                        pair.getW1(), instance, y, lastIndex, (WordLabelUnit) y.getLabel(w1Idx));
                if (e1Words.size() > 0) {
                  String e1String = entityString(e1Words);
                  String w1LabelType = ((WordLabelUnit) y.getLabel(w1Idx)).getType();
                  wordPairFv.add(w1LabelType.concat(pairLabel).concat(candidateLabelType), 1.);
                  wordPairFv.add(
                      w1LabelType
                          .concat(e1String)
                          .concat(pairLabel)
                          .concat(candidateLabelType)
                          .concat(entString),
                      1.);
                }
              }
            }
          }
        }
      }
    }
    if (contextWords[0] >= 0 && contextWords[1] >= 0) {
      Word w0 = (Word) instance.getSequence().get(contextWords[0]);
      String l0 = ((WordLabelUnit) y.getLabel(contextWords[0])).getLabel();
      Word w1 = (Word) instance.getSequence().get(contextWords[1]);
      String l1 = ((WordLabelUnit) y.getLabel(contextWords[1])).getLabel();
      addTrigramToFV(
          wordFv,
          l0,
          w0.getWord().getRealBase(),
          w0.getWord().getPOS(),
          l1,
          w1.getWord().getRealBase(),
          w1.getWord().getPOS(),
          candidateLabel,
          wBase,
          wPOS);
    }
    if (contextWords[1] >= 0 && contextWords[2] >= 0) {
      Word w1 = (Word) instance.getSequence().get(contextWords[1]);
      String l1 = ((WordLabelUnit) y.getLabel(contextWords[1])).getLabel();
      Word w2 = (Word) instance.getSequence().get(contextWords[2]);
      String l2 = ((WordLabelUnit) y.getLabel(contextWords[2])).getLabel();
      addTrigramToFV(
          wordFv,
          l1,
          w1.getWord().getRealBase(),
          w1.getWord().getPOS(),
          candidateLabel,
          wBase,
          wPOS,
          l2,
          w2.getWord().getRealBase(),
          w2.getWord().getPOS());
    }
    if (contextWords[2] >= 0 && contextWords[3] >= 0) {
      Word w2 = (Word) instance.getSequence().get(contextWords[2]);
      String l2 = ((WordLabelUnit) y.getLabel(contextWords[2])).getLabel();
      Word w3 = (Word) instance.getSequence().get(contextWords[3]);
      String l3 = ((WordLabelUnit) y.getLabel(contextWords[3])).getLabel();
      addTrigramToFV(
          wordFv,
          candidateLabel,
          wBase,
          wPOS,
          l2,
          w2.getWord().getRealBase(),
          w2.getWord().getPOS(),
          l3,
          w3.getWord().getRealBase(),
          w3.getWord().getPOS());
    }
    globalFv.add(wordFv, "WORD");
    wordPairFv.mult(params.getRelWeight());
    globalFv.add(wordPairFv, "WORDPAIR");
    return globalFv;
  }