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Table 7 Deficiencies of sample selection methods for event extraction against the GRO’13, CG’13 and GE’13 datasets

From: Active learning for ontological event extraction incorporating named entity recognition and unknown word handling

Method

GRO’13

CG’13

GE’13

RS_Average

1

1

1

AL(Entropy)

1.017

1.226

0.854

AL(GibbsError)

1.039

0.993

0.850

AL(ConventionalCommittee_PAS)

0.830

0.589

0.439

AL(ConventionalCommittee_Unigram)

0.832

0.788

0.263

AL(Informativity_PAS)

0.845

0.581

0.872

AL(Informativity_Unigram)

0.760

0.768

0.139