Table 5 GE11 event extraction with scikit-learn classifiers.

BernoulliNB

alpha = 0.001,0.01,0.1,1,10,100,1000

53.41

14.93

23.34

Perceptron

default

38.82

61.73

47.67

SVC

C=[10^-3, 10⁶], probability=True

47.06

66.05

54.96

LinearSVC

C=[10^-3, 10⁶]

46.65

68.02

55.35

ExtraTrees

n_estimators = 10,50,100

27.97

78.58

41.25

RandomForest

n_estimators = 10,50,100,500

24.92

78.65

37.84

SVM^multiclass

C=[1,10⁶]

54.98

52.89

53.92