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ResearchFormerly WizWand

Relation Extraction on TACRED v1.0 (10% train)

70.7Micro F1SURE-PEGASUS-large
-1.16417.49336.1554.807May 19, 2022
Updated 8mo ago

Evaluation results

MethodLinks
SURE-PEGASUS-largeMethod paradigm=Summarization-based, Backbone architecture=PEGASUS-large2022.0570.7
SURE-BART-large-cnnMethod paradigm=Summarization-based, Backbone architecture=BART-large-cnn2022.0568.7
SURE-BART-large-xsumMethod paradigm=Summarization-based, Backbone architecture=BART-large-xsum2022.0568
NLI-DeBERTaMethod paradigm=Indirect Supervision, Backbone architecture=DeBERTa2022.0567.9
SURE-BART-largeMethod paradigm=Summarization-based, Backbone architecture=BART-large2022.0567.9
NLI-RoBERTaMethod paradigm=Indirect Supervision, Backbone architecture=RoBERTa2022.0567.8
IRE-RoBERTa-largeMethod paradigm=Classification-based, Backbone architecture=RoBERTa-large, Implementation=Re-implemented2022.0567
KnowPromptMethod paradigm=Indirect Supervision, Implementation=Re-implemented2022.0565.2
LUKEMethod paradigm=Classification-based, Implementation=Re-implemented2022.0560.6
K-AdapterMethod paradigm=Classification-based, Implementation=Re-implemented2022.0556
RoBERTaMethod paradigm=Classification-based, Implementation=Re-implemented2022.0555.1
RECENTMethod paradigm=Classification-based, Implementation=Re-implemented2022.0554.2
SpanBERTMethod paradigm=Classification-based, Implementation=Re-implemented2022.051.6