private EnsembleMentionEntitySimilarity prepapreMES() {
Entities entities = new Entities();
for (Mention mention : input.getMentions().getMentions()) {
MentionTracer mt = new MentionTracer(mention);
tracer.addMentionForDocId(docId, mention, mt);
for (Entity entity : mention.getCandidateEntities()) {
EntityTracer et = new EntityTracer(entity.getName());
tracer.addEntityForMention(mention, entity.getName(), et);
}
entities.addAll(mention.getCandidateEntities());
}
logger.info(
"Disambiguating '"
+ docId
+ "' ("
+ input.getMentions().getMentions().size()
+ " mentions, "
+ entities.size()
+ " entities)");
if (includeNullAsEntityCandidate) {
entities.setIncludesNmeEntities(true);
}
EnsembleMentionEntitySimilarity mes = null;
try {
mes = new EnsembleMentionEntitySimilarity(input.getMentions(), entities, ss, docId, tracer);
return mes;
} catch (Exception e) {
e.printStackTrace();
return null;
}
}
protected void disambiguate(EnsembleMentionEntitySimilarity mes) throws Exception {
for (Mention mention : input.getMentions().getMentions()) {
List<ResultEntity> entities = new LinkedList<ResultEntity>();
for (Entity entity : mention.getCandidateEntities()) {
double sim = mes.calcSimilarity(mention, input.getContext(), entity);
entities.add(new ResultEntity(entity.getName(), sim));
}
if (!entities.isEmpty()) {
Collections.sort(entities);
} else {
entities.add(ResultEntity.getNoMatchingEntity());
}
Map<ResultMention, List<ResultEntity>> docSolutions = solutions.get(docId);
if (docSolutions == null) {
docSolutions = new HashMap<ResultMention, List<ResultEntity>>();
solutions.put(docId, docSolutions);
}
ResultMention rm =
new ResultMention(
docId, mention.getMention(), mention.getCharOffset(), mention.getCharLength());
docSolutions.put(rm, entities);
}
}
@Override
public double getImportance(Entity entity) {
return inlinkImportance.get(entity.getId());
}
@Override
public double calcSimilarity(Entity a, Entity b, EntitiesContext entitiesContext) {
kpc = (WeightedKeyphrasesContext) entitiesContext;
Map<String, Double> matches = new HashMap<String, Double>();
double dotprod = 0.0;
int[] e1kps = kpc.getEntityKeyphraseIds(a);
int[] e2kps = kpc.getEntityKeyphraseIds(b);
TIntHashSet e1kpsForIntersect = new TIntHashSet(e1kps);
TIntHashSet e2kpsForIntersect = new TIntHashSet(e2kps);
e1kpsForIntersect.retainAll(e2kpsForIntersect);
// iterate through intersection
for (int kp : e1kpsForIntersect.toArray()) {
double v1 = kpc.getCombinedKeyphraseMiIdfWeight(a, kp);
double v2 = kpc.getCombinedKeyphraseMiIdfWeight(b, kp);
if (v1 > 0 && v2 > 0) {
double tmp = v1 * v2;
dotprod += tmp;
matches.put(kpc.getKeyphraseForId(kp), tmp);
}
}
double norm1 = calcNorm(a, e1kps);
double norm2 = calcNorm(b, e2kps);
double sim = 0.0;
double denom = norm1 * norm2;
if (denom != 0) {
sim = dotprod / denom;
}
if (!(tracer.eeTracing() instanceof NullEntityEntityTracing)) {
Map<String, Double> e1keyphrases = new HashMap<String, Double>();
for (int kp : e1kps) {
if (kpc.getCombinedKeyphraseMiIdfWeight(a, kp) > 0.0) {
e1keyphrases.put(kpc.getKeyphraseForId(kp), kpc.getCombinedKeyphraseMiIdfWeight(a, kp));
}
}
e1keyphrases = CollectionUtils.sortMapByValue(e1keyphrases, true);
Map<String, Double> e1top = new LinkedHashMap<String, Double>();
for (Entry<String, Double> e : e1keyphrases.entrySet()) {
e1top.put(e.getKey(), e.getValue());
}
e1keyphrases = e1top;
Map<String, Double> e2keyphrases = new HashMap<String, Double>();
for (int kp : e2kps) {
if (kpc.getCombinedKeyphraseMiIdfWeight(b, kp) > 0.0) {
e2keyphrases.put(kpc.getKeyphraseForId(kp), kpc.getCombinedKeyphraseMiIdfWeight(b, kp));
}
}
e2keyphrases = CollectionUtils.sortMapByValue(e2keyphrases, true);
Map<String, Double> e2top = new LinkedHashMap<String, Double>();
for (Entry<String, Double> e : e2keyphrases.entrySet()) {
e2top.put(e.getKey(), e.getValue());
}
e2keyphrases = e2top;
Map<String, TermTracer> matchedKeywords = new HashMap<String, TermTracer>();
for (String kp : matches.keySet()) {
TermTracer tt = new TermTracer();
tt.setTermWeight(matches.get(kp));
matchedKeywords.put(kp, tt);
}
tracer.eeTracing().addEntityContext(a.getName(), e1keyphrases);
tracer.eeTracing().addEntityContext(b.getName(), e2keyphrases);
KeytermEntityEntityMeasureTracer mt =
new KeytermEntityEntityMeasureTracer(
"KeyphraseCosineSim", 0.0, e2keyphrases, matchedKeywords);
mt.setScore(sim);
tracer.eeTracing().addEntityEntityMeasureTracer(a.getName(), b.getName(), mt);
KeytermEntityEntityMeasureTracer mt2 =
new KeytermEntityEntityMeasureTracer(
"KeyphraseCosineSim", 0.0, e1keyphrases, matchedKeywords);
mt2.setScore(sim);
tracer.eeTracing().addEntityEntityMeasureTracer(b.getName(), a.getName(), mt2);
}
return sim;
}