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Table 4 Performance with different auxiliary datasets

From: Multitask learning for biomedical named entity recognition with cross-sharing structure

 

JNLPBA

BC5CDR

BioNLP 09

BioNLP 11ID

BioNLP 13PC

BC2GM

84.41 ↑

84.11 ↑

83.85

84.15 ↑

83.90

Ex-PTM

68.81 ↑

67.51 ↑

72.05 ↑

68.89 ↑

70.87 ↑

NCBI-disease

86.17 ↑

85.74 ↓

86.50 ↑

84.90 ↓

85.63 ↓

Linnaeus

78.07 ↓

82.40 ↑

81.93 ↑

78.46 ↑

78.37 ↓

  1. Bold: the best F1 score for the dataset. ↑ / ↓: positive / negative improvement comparing to STM