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ResearchFormerly WizWand

Relation Extraction on TACRED v1.0 (full)

75.1Micro F1SURE-PEGASUS-large
66.98869.09471.273.306May 19, 2022
Updated 8mo ago

Evaluation results

MethodLinks
SURE-PEGASUS-largeMethod paradigm=Summarization-based, Backbone architecture=PEGASUS-large2022.0575.1
IRE-RoBERTa-largeMethod paradigm=Classification-based, Backbone architecture=RoBERTa-large2022.0574.6
NLI-DeBERTaMethod paradigm=Indirect Supervision, Backbone architecture=DeBERTa2022.0573.9
SURE-BART-large-cnnMethod paradigm=Summarization-based, Backbone architecture=BART-large-cnn2022.0573.6
SURE-BART-largeMethod paradigm=Summarization-based, Backbone architecture=BART-large2022.0573.3
SURE-BART-large-xsumMethod paradigm=Summarization-based, Backbone architecture=BART-large-xsum2022.0573.3
LUKEMethod paradigm=Classification-based2022.0572.7
KnowPromptMethod paradigm=Indirect Supervision, Implementation=Re-implemented2022.0572.4
K-AdapterMethod paradigm=Classification-based2022.0572
KnowBERTMethod paradigm=Classification-based2022.0571.5
MTBMethod paradigm=Classification-based2022.0571.5
RoBERTaMethod paradigm=Classification-based2022.0571.3
NLI-RoBERTaMethod paradigm=Indirect Supervision, Backbone architecture=RoBERTa2022.0571
SpanBERTMethod paradigm=Classification-based2022.0570.8
R-BERTMethod paradigm=Classification-based2022.0569.1
RECENTMethod paradigm=Classification-based2022.0567.3