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Table 1 Comparative table of results for our different systems.

From: Semi-supervised Learning for the BioNLP Gene Regulation Network

System

S

D

I

C

M

Recall

Prec.

F1

SER

Original submission of [4]

15

53

5

20

40

22.7

50.0

31.3

0.830

[BASIC]

28

18

100

42

170

47.7

24.7

32.6

1.659

[W_REG]

30

12

204

46

280

52.3

16.4

25.0

2.795

[PRE_SEL]

         

  select POS, no NEG

28

20

77

40

145

45.5

27.6

34.3

1.420

  select POS, select NEG

13

39

21

36

70

40.9

51.4

45.6

0.830

  select POS, all NEG

13

43

22

32

67

36.4

47.8

41.3

0.886

  1. All results are obtained on the official test set. (S = substitutions, I = insertions, D = deletions, C = correct predictions, M = number of predictions, N = 88 = number of arcs in reference network).