Classifier Instance:

Anchor text: Ronald J. Brachman
Target Entity: Ronald_J\u002e_Brachman
Preceding Context: Using frames for expert systems is an application of object-oriented programming, with inheritance of features described by the "is-a" link. However, there has been no small amount of inconsistency in the usage of the "is-a" link:
Succeeding Context: wrote a paper titled "What IS-A is and isn't", wherein 29 different semantics were found in projects whose knowledge representation schemes involved an "is-a" link. Other links include the "part-of" link.
Paragraph Title: Storage and manipulation
Source Page: Knowledge representation and reasoning

Ground Truth Types:

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|  |  |  |  |---wordnet_colleague_109935990
|  |  |---wordnet_intellectual_109621545
|  |  |  |---wordnet_scholar_110557854
|  |  |  |  |---wordnet_alumnus_109786338
|  |  |---wordnet_scientist_110560637

Predicted Types:

TypeConfidenceDecision
wordnet_artifact_100021939-1.9822905036727911 0
wordnet_event_100029378-2.8977662352187195 0
wordnet_organization_108008335-3.6787837289538015 0
wordnet_person_1000078461.8314979697872955 1
wordnet_contestant_109613191-2.388247766157784 0
wordnet_peer_1096262381.4279639498944936 1
wordnet_associate_1098167711.88632351083623 1
wordnet_colleague_1099359901.8048547247724054 1
wordnet_intellectual_1096215451.4522158253275799 1
wordnet_scholar_1105578541.2182701407561782 1
wordnet_historian_110177150-1.229856256348326 0
wordnet_alumnus_1097863381.7152636395972871 1
wordnet_female_109619168-2.245562807236751 0
wordnet_communicator_109610660-2.018061167296673 0
wordnet_ruler_110541229-2.6042356089630507 0
wordnet_adult_109605289-1.733696688745839 0
wordnet_entertainer_109616922-2.614217225807886 0
wordnet_leader_109623038-1.6771941735167846 0
wordnet_worker_109632518-2.0684297312703404 0
wordnet_scientist_1105606371.9023168131801742 1
wordnet_creator_109614315-1.698254470263772 0
wordnet_traveler_109629752-1.7296463671538422 0
wordnet_disputant_109615465-1.7624747583322906 0
wordnet_preserver_110466918-1.9950762984035453 0
wordnet_unfortunate_109630641-2.1810483465837733 0
wordnet_expert_109617867-1.546584949027396 0
wordnet_adjudicator_109769636-2.182207494637362 0
wordnet_good_person_110138767-2.0645699650118967 0
wordnet_authority_109824609-2.8040707989393208 0
wordnet_combatant_109939313-2.0584990932353953 0
yagoGeoEntity-1.9419601085140217 0
|---wordnet_entity_100001740
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|  |  |  |  |---wordnet_colleague_109935990
|  |  |---wordnet_intellectual_109621545
|  |  |  |---wordnet_scholar_110557854
|  |  |  |  |---wordnet_historian_110177150
|  |  |  |  |---wordnet_alumnus_109786338
|  |  |---wordnet_female_109619168
|  |  |---wordnet_communicator_109610660
|  |  |---wordnet_ruler_110541229
|  |  |---wordnet_adult_109605289
|  |  |---wordnet_entertainer_109616922
|  |  |---wordnet_leader_109623038
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|  |  |---wordnet_scientist_110560637
|  |  |---wordnet_creator_109614315
|  |  |---wordnet_traveler_109629752
|  |  |---wordnet_disputant_109615465
|  |  |---wordnet_preserver_110466918
|  |  |---wordnet_unfortunate_109630641
|  |  |---wordnet_expert_109617867
|  |  |---wordnet_adjudicator_109769636
|  |  |---wordnet_good_person_110138767
|  |  |---wordnet_authority_109824609
|  |  |---wordnet_combatant_109939313
|  |---yagoGeoEntity