Deterministic Augmentations
Stochastic Augmentations
Input Length
Names
Keystroke Errors
Model baseline Æøå Lowercase 5 sentences 10 sentences Abbreviated Danish Muslim Female Male 2% 5% 15%
DaCy large 85.6 83.5 69.7 86.5 86.5 80.1 86.2 (0.6)* 86.0 (0.5) 86.2 (0.5) 86.2 (0.4) 82.0 (1.2)* 76.9 (1.3)* 61.3 (1.6)*
DaCy medium 79.7 73.1 79.5 80.9 80.4 76.3 80.3 (0.5)* 77.9 (0.8)* 80.3 (0.4) 80.2 (0.7) 65.5 (1.7)* 50.0 (1.6)* 25.8 (1.3)*
DaCy small 77.0 74.7 48.0 77.0 78.2 69.4 76.5 (0.9) 75.7 (0.7)* 76.7 (0.8) 76.6 (0.7) 70.7 (1.6)* 62.1 (1.5)* 41.3 (1.6)*
DaNLP BERT 83.2 78.6 83.1 78.6 61.9 78.1 82.9 (0.6) 81.0 (1.0)* 83.1 (0.5) 83.0 (0.7) 72.6 (1.2)* 60.9 (1.7)* 37.0 (1.5)*
Flair 81.1 80.2 24.4 81.0 80.9 74.9 81.2 (0.7) 79.8 (0.7)* 81.4 (0.5) 81.5 (0.5) 78.3 (0.9)* 73.5 (1.5)* 56.3 (1.7)*
NERDA 80.9 74.8 80.7 73.7 53.8 76.4 80.0 (1.1)* 78.1 (1.2)* 80.2 (0.8) 80.0 (0.8) 70.7 (1.4)* 57.5 (1.4)* 31.1 (1.6)*
Polyglot 65.3 61.4 55.3 64.8 64.2 40.2 63.1 (1.2)* 41.8 (0.7)* 61.2 (1.2)* 64.8 (1.2)* 57.4 (0.9)* 46.9 (1.9)* 24.7 (1.9)*
SpaCy large 78.6 75.4 5.7 78.8 78.8 78.0 79.5 (0.6)* 71.6 (1.1)* 79.8 (0.5) 79.4 (0.5) 72.1 (1.0)* 63.3 (1.5)* 44.9 (1.8)*
SpaCy medium 76.0 74.7 9.7 76.5 76.8 76.0 78.2 (0.7)* 69.2 (1.4)* 78.2 (0.7) 78.5 (0.8) 70.5 (1.3)* 64.2 (1.5)* 46.9 (1.6)*
SpaCy small 68.6 66.9 4.8 68.0 68.0 63.8 62.5 (1.6)* 57.8 (1.4)* 63.0 (1.1) 63.3 (0.9) 65.4 (0.7)* 60.5 (1.5)* 45.9 (1.6)*