|
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 / - |