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Table 2 Performance comparison on mean F1 score with existing models

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

Model

F1 score

 

Mean

SD

Min

Max

TurkuNLP [16]

46.18

4.64

35.07

51.99 (52.10)

BGRU-Attn [18]

50.22

2.79

43.05

55.54 (57.42)

Our model

57.63

1.15

54.41

60.77

  1. These results derive from the model reimplementation of the existing model. Our model used all of the proposed contributions (the results from the last row in Table 6). The highest scores are highlighted in bold except for the SD. The F1 scores in parentheses represent expected maximum scores that provided by the original papers