POS
NER
Dependency Parsing
Speed
Model Accuracy Person Location Organization Misc F1 F1 w/o Misc LAS UAS Wall Time (GPU/CPU)
DaCy large 98.37 93.33 84.88 76.49 80.16 84.39 85.65 88.44 90.85 2.9 / 34.7
DaCy medium 98.15 89.86 83.96 64.47 70.09 77.67 79.68 86.65 89.25 1.8 / 9.9
DaCy small 97.75 87.98 79.23 60.58 64.82 74.18 76.98 84.03 87.63 1.9 / 2.6
DaNLP BERT 92.27 83.90 71.13 72.84 83.20 37.4 / -
Flair 97.80 92.60 84.82 61.29 70.49 81.09 2 / -
NERDA 92.35 81.52 65.96 72.41 79.04 80.85 2.5 / -
Polyglot 76.26 79.25 68.06 40.69 56.67 65.32 - / 3.8
SpaCy large 96.30 86.17 84.16 63.36 65.52 75.75 78.57 78.01 81.95 0.9 / 1.4
SpaCy medium 95.71 84.55 77.29 63.16 63.25 73.23 76.01 77.73 81.87 1.2 / 1.4
SpaCy small 94.80 78.92 69.04 53.49 61.54 67.11 68.61 74.03 78.68 1.4 / 1.5
Stanza 97.62 83.84 87.34 29.3 / -