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Table 8 Performance comparison (maximum F score) with existing models on the DDI corpus

From: Relation extraction between bacteria and biotopes from biomedical texts with attention mechanisms and domain-specific contextual representations

Methods

Team

F

R

P

SVM-based

Uturku [51]

59.4

49.9

73.2

 

FBK-irst [52]

65.1

65.6

64.6

 

RAIHANI [53]

71.1

68.7

73.7

DL-based

Liu-CNN [9]

69.8

64.7

75.7

 

MCCNN [54]

70.2

65.3

76.0

 

TEES-CNN [55]

73.5

67.6

80.5

 

Joint AB-LSTM [13]

71.5

65.0

74.5

 

Char-RNNs [42]

72.1

65.9

80.0

 

Hierarchy RNN [14]

72.9

71.8

74.1

 

Recursive NN [56]

73.5

69.6

77.8

 

Attn-BLSTM [30]

77.3

76.8

78.4

 

Our model

80.3

83.0

77.6

  1. The listed results derive from the corresponding papers. F: F score (micro); R: recall; P: precision. The highest scores are highlighted in bold