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Trigger Classification on MAVEN-ERE (val)

78.82PrecisionSPEECH
55.908861.856967.80573.7531May 23, 2023

Evaluation results

MethodLinks
SPEECHenergy function=enabled2023.0578.8279.3779.09
SPEECHenergy function=disabled2023.0576.1276.6676.38
SPEECHenergy modeling=enabled2023.0572.9172.8172.86
SPEECHenergy modeling=disabled2023.0571.2271.0771.12
TANL2023.0568.7365.6567.15
TANLtype=generative ED model2023.0568.6663.7966.13
OntoED2023.0567.8267.7267.77
CorED-BERTimplementation=official implementation2023.0567.6269.4968.49
MLBiNetimplementation=official implementation2023.0563.563.863.6
HPN2023.0562.862.6262.71
BERT-CRFimplementation=code referred to Wang et al. (2020b)2023.0562.7970.5165.73
DMCNN2023.0561.7463.1162.42
BiLSTM-CRFimplementation=code referred to Wang et al. (2020b)2023.0561.364.9563.06
TEXT2EVENT2023.0561.1465.9363.44
DMCNNimplementation=official implementation2023.0560.0960.3460.21
TEXT2EVENTtype=generative ED model2023.0559.9164.6262.16
DMBERT2023.0559.4577.7767.39
DMBERTimplementation=official implementation2023.0556.7976.2465.09