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Table 7: 

Entity typing results on OpenEntity (%).

ModelPRF-1
UFET (Choi et al., 2018) 77.4 60.6 68.0 
BERT 76.4 71.0 73.6 
ERNIEBERT 78.4 72.9 75.6 
KnowBertBERT 77.9 71.2 74.4 
RoBERTa 77.4 73.6 75.4 
ERNIERoBERTa 80.3 70.2 74.9 
KnowBertRoBERTa 78.7 72.7 75.6 
 
Our RoBERTa 75.1 73.4 74.3 
KEPLER-Wiki 77.8 74.6 76.2 
ModelPRF-1
UFET (Choi et al., 2018) 77.4 60.6 68.0 
BERT 76.4 71.0 73.6 
ERNIEBERT 78.4 72.9 75.6 
KnowBertBERT 77.9 71.2 74.4 
RoBERTa 77.4 73.6 75.4 
ERNIERoBERTa 80.3 70.2 74.9 
KnowBertRoBERTa 78.7 72.7 75.6 
 
Our RoBERTa 75.1 73.4 74.3 
KEPLER-Wiki 77.8 74.6 76.2 
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