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Table 3: 

Spearman correlation ρ for the STSb dataset under the supervised setting. We use *-NLI to denote the model additionally trained on NLI datasets. ♯ indicates that results are reproduced by ourselves; § indicates results are taken from Reimers and Gurevych (2019); Surrogate are results for our proposed method.

ModelSpearman ρ
BERT [CLS]sharp 73.01 
BERTbase§ 84.30 
SBERTbase§ 84.67 
SRoBERTabase§ 84.92 
Surrogatebase 87.91 
 
BERT-NLIbase§ 88.33 
SBERT-NLIbase§ 85.35 
SRoBERTa-NLIbase§ 84.79 
Surrogate-NLIbase 89.95 
 
BERTlarge§ 85.64 
SBERTlarge§ 84.45 
SRoBERTalarge§ 85.02 
Surrogatelarge 88.52 
 
BERT-NLIlarge§ 88.77 
SBERT-NLIlarge§ 86.10 
SRoBERTa-NLIlarge§ 86.15 
Surrogate-NLIlarge 90.69 
ModelSpearman ρ
BERT [CLS]sharp 73.01 
BERTbase§ 84.30 
SBERTbase§ 84.67 
SRoBERTabase§ 84.92 
Surrogatebase 87.91 
 
BERT-NLIbase§ 88.33 
SBERT-NLIbase§ 85.35 
SRoBERTa-NLIbase§ 84.79 
Surrogate-NLIbase 89.95 
 
BERTlarge§ 85.64 
SBERTlarge§ 84.45 
SRoBERTalarge§ 85.02 
Surrogatelarge 88.52 
 
BERT-NLIlarge§ 88.77 
SBERT-NLIlarge§ 86.10 
SRoBERTa-NLIlarge§ 86.15 
Surrogate-NLIlarge 90.69 
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