                  for gold_kb, value in kb_dict.items():
                      if value:
                          offset = _offset(start, end)
                          correct_entries_per_article[offset] = gold_kb
                          if offset not in tagged_entries_per_article:
                              results.increment_false_negatives()
  
              for ent in doc.ents:
                  ent_label = ent.label_
                  pred_entity = ent.kb_id_
                  start = ent.start_char
 
</s> remove                     if offset not in tagged_entries_per_article:
                        baseline_results.random.increment_false_negatives()
                        baseline_results.oracle.increment_false_negatives()
                        baseline_results.prior.increment_false_negatives()
 </s> add  </s> remove                 # only evaluating on positive examples
 </s> add  </s> remove         tagged_entries_per_article = {_offset(ent.start_char, ent.end_char): ent for ent in doc.ents}
 </s> add  </s> remove                 ents_by_offset["{}_{}".format(ent.start_char, ent.end_char)] = ent
 </s> add                 ents_by_offset[(ent.start_char, ent.end_char)] = ent

                  for gold_kb, value in kb_dict.items():
                      if value:
                          offset = _offset(start, end)
                          correct_entries_per_article[offset] = gold_kb


  
              for ent in doc.ents:
                  ent_label = ent.label_
                  pred_entity = ent.kb_id_
                  start = ent.start_char
keep keep keep keep replace replace keep keep keep keep keep
 KB extensions and better parsing of WikiData (#4375)

* fix overflow error on windows

* more documentation & logging fixes

* md fix

* 3 different limit parameters to play with execution time

* bug fixes directory locations

* small fixes

* exclude dev test articles from prior probabilities stats

* small fixes

* filtering wikidata entities, removing numeric and meta items

* adding aliases from wikidata also to the KB

* fix adding WD aliases

* adding also new aliases to previously added entities

* fixing comma's

* small doc fixes

* adding subclassof filtering

* append alias functionality in KB

* prevent appending the same entity-alias pair

* fix for appending WD aliases

* remove date filter

* remove unnecessary import

* small corrections and reformatting

* remove WD aliases for now (too slow)

* removing numeric entities from training and evaluation

* small fixes

* shortcut during prediction if there is only one candidate

* add counts and fscore logging, remove FP NER from evaluation

* fix entity_linker.predict to take docs instead of single sentences

* remove enumeration sentences from the WP dataset

* entity_linker.update to process full doc instead of single sentence

* spelling corrections and dump locations in readme

* NLP IO fix

* reading KB is unnecessary at the end of the pipeline

* small logging fix

* remove empty files 
bin/wiki_entity_linking/entity_linker_evaluation.py