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MethodBiographies
Profession (y)Gender (g)Fairness
F1↑MDL↓ΔF1↓MDL↑DP↓GapgRMS↓
BERTbase (pre-trained) 74.3 499.9 45.2 27.6 0.43 0.169 
BERTbase (fine-tuned) 99.9 2.2 8.3 448.9 0.46 0.001 
AdS 99.9 3.3 3.1 449.5 0.45 0.003 
FaRM 99.9 7.6 7.4 460.3 0.42 0.002 
MethodBiographies
Profession (y)Gender (g)Fairness
F1↑MDL↓ΔF1↓MDL↑DP↓GapgRMS↓
BERTbase (pre-trained) 74.3 499.9 45.2 27.6 0.43 0.169 
BERTbase (fine-tuned) 99.9 2.2 8.3 448.9 0.46 0.001 
AdS 99.9 3.3 3.1 449.5 0.45 0.003 
FaRM 99.9 7.6 7.4 460.3 0.42 0.002 
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