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Table 5 Comparison of results for occupational NER

From: Title2Vec: a contextual job title embedding for occupational named entity recognition and other applications

Models

Precision

Recall

Exact match

F1-score

LogReg

90.80

93.20

85.10

92.00

LSTM

99.71

99.90

99.61

99.80

Human

91.60

99.60

91.30

95.40

CRF

99.90

99.81

99.71

99.85

LSTM-CRF

99.86

99.97

99.83

99.91

  1. Bolded text is used to indicate the best performing values