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Relation Extraction on MATRES

0.803F1 ScoreSyntax-guided Graph Transformer
0.5170.591250.66550.73975Apr 19, 2021

Evaluation results

MethodLinks
Syntax-guided Graph TransformerPre-trained Model=BERT Large, Gold event mentions as input=true2021.040.803
Syntax-guided Graph TransformerPre-trained Model=BERT Base, Gold event mentions as input=true2021.040.793
DEERPre-trained Model=RoBERTa Large, Gold event mentions as input=true2021.040.793
HMHD20Pre-trained Model=RoBERTa Large, Gold event mentions as input=true2021.040.788
HNP19Pre-trained Model=BERT Base, Gold event mentions as input=true2021.040.755
LSTMPre-trained Model=BERT Base, Gold event mentions as input=true2021.040.734
CogCompTime2.0Pre-trained Model=BERT Base, Gold event mentions as input=true2021.040.714
Syntax-guided Graph TransformerPre-trained Model=BERT Base2021.040.623
HNP19Pre-trained Model=BERT Base2021.040.596
CogCompTime2.0Pre-trained Model=BERT Base2021.040.528