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Table 7 Performance of the ensemble system on the training material.

From: Recognition of chemical entities: combining dictionary-based and grammar-based approaches

 

CDI task

CEM task

Ensemble system

Precision

Recall

F-score

Precision

Recall

F-score

ChEBI, HMDB, LeadMine, and RegEx

70.1

63.7

66.7

70.9

62.8

66.6

+ Missed terms added to dictionary

73.4

91.0

81.3

73.8

89.4

80.9

+ False-positive terms added to stop-word list

87.6

89.4

88.5

86.4

87.6

87.0

+ Removal of overlapping terms

91.8

89.1

90.9

91.8

87.4

89.5