List your company
ResearchFormerly WizWand

Temporal Relation Classification on TB-DENSE

68.1F-scoreUnified-Framework
61.96463.55765.1566.743Dec 30, 2020May 25, 2021Oct 19, 2021Mar 14, 2022Aug 8, 2022Jan 1, 2023May 28, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Unified-FrameworkPretrained Model=RoBERTa-Large2023.0568.1
TIMERSPretrained Model=BERT-Large2023.0567.8
Syntax-guided Graph TransformerPre-trained Model=BERT Large, Gold event mentions as input=true2021.0467.1
SyntacticPretrained Model=BERT-Large, additional training resources=true2023.0567.1
DEERPre-trained Model=RoBERTa Large, Gold event mentions as input=true2021.0466.8
DEERPretrained Model=RoBERTa-Large2023.0566.8
ECONETProtocol=Best single model, Backbone=RoBERTa-Large2020.1266.8
Syntax-guided Graph TransformerPre-trained Model=BERT Base, Gold event mentions as input=true2021.0466.7
SyntacticPretrained Model=BERT-Base, additional training resources=true2023.0566.7
Zhang et al. (2021)Protocol=Best single model2020.1266.7
Unified-FrameworkPretrained Model=BERT-Base2023.0566.4
Enhanced-BaselinePretrained Model=RoBERTa-Large2023.0566.2
PSLPre-trained Model=RoBERTa Large, Gold event mentions as input=true2021.0465.2
PSLPretrained Model=RoBERTa-Large2023.0565.2
RoBERTa-Large + GeneratorProtocol=Average of 3 seeds2020.1265.2
Enhanced-BaselinePretrained Model=BERT-Base2023.0564.8
TacoLMProtocol=Average of 3 seeds2020.1264.8
RoBERTa-Large + ECONETProtocol=Average of 3 seeds2020.1264.8
HNP19Pre-trained Model=BERT Base, Gold event mentions as input=true2021.0464.5
HNPPretrained Model=BERT-Base2023.0564.5
BERT-Large + ECONETProtocol=Average of 3 seeds2020.1263
BERT-LargeProtocol=Average of 3 seeds2020.1262.8
RoBERTa-LargeProtocol=Average of 3 seeds2020.1262.8
LSTMPre-trained Model=BERT Base, Gold event mentions as input=true2021.0462.2
LSTMPretrained Model=BERT-Base2023.0562.2