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Table 1: 

Debiasing performance on GloVe word embeddings. FaRM significantly outperforms INLP (Ravfogel et al., 2020) in guarding gender information. Best debiasing results are in bold.

MethodAccuracy (↓)MDL (↑)Rank (↑)
GloVe 100.0 0.1 300 
INLP 86.3 8.6 210 
FaRM 53.9 24.6 247 
MethodAccuracy (↓)MDL (↑)Rank (↑)
GloVe 100.0 0.1 300 
INLP 86.3 8.6 210 
FaRM 53.9 24.6 247 
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