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Table 5: 
Impact of PERL’s pivot selection method.
B → EK → DE → KD → B
BERT 78.8 77.7 85.1 81.0 
Fine-tuned BERT 84.2 79.8 89.2 84.1 
 
High-MI, No Target 76.2 76.4 84.9 83.7 
Random-Frequent 79.7 76.8 85.5 81.7 
 
PERL (Ours) 87.0 84.6 90.6 85.0 
 
Oracle 88.9 85.6 91.5 86.7 
B → EK → DE → KD → B
BERT 78.8 77.7 85.1 81.0 
Fine-tuned BERT 84.2 79.8 89.2 84.1 
 
High-MI, No Target 76.2 76.4 84.9 83.7 
Random-Frequent 79.7 76.8 85.5 81.7 
 
PERL (Ours) 87.0 84.6 90.6 85.0 
 
Oracle 88.9 85.6 91.5 86.7 
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