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Table 13: 

Ablation study on sentence augmentation types in SSL-Reg (SATP), where SR, RD, RI, and RS denotes synonym replacement, random deletion, random insertion, and random swap respectively. Results are averaged over 5 runs with different random initialization.

CoLASST-2RTEQNLIMRPCSTS-B
SR+RD+RI+RS 63.6 94.0 74.8 92.2 86.8/90.6 90.6/90.3 
SR+RD+RI 63.4 93.8 72.8 92.1 86.9/90.8 90.6/90.2 
SR+RD 61.6 93.6 72.5 92.2 87.2/91.0 90.6/90.3 
CoLASST-2RTEQNLIMRPCSTS-B
SR+RD+RI+RS 63.6 94.0 74.8 92.2 86.8/90.6 90.6/90.3 
SR+RD+RI 63.4 93.8 72.8 92.1 86.9/90.8 90.6/90.2 
SR+RD 61.6 93.6 72.5 92.2 87.2/91.0 90.6/90.3 
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