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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