IPOD: An Industrial and Professional Occupations Dataset and its Applications to Occupational Data Mining and Analysis
Table 6: Overall results of Job Title NER
['Models', 'P', 'R', 'EM', 'F1']
While the performance of LSTM, CRF and LSTM-CRF models are very close to each others (±0.2 difference), all three models outperform human in precision, recall, exact match and F1.