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ResearchFormerly WizWand

Relation Extraction on TACRED 1% v1.0 (train)

63.7Micro F1NLI-DeBERTa
-2.54814.65131.8549.049May 19, 2022
Updated 8mo ago

Evaluation results

MethodLinks
NLI-DeBERTaMethod paradigm=Indirect Supervision, Backbone architecture=DeBERTa2022.0563.7
NLI-RoBERTaMethod paradigm=Indirect Supervision, Backbone architecture=RoBERTa2022.0556.1
SURE-PEGASUS-largeMethod paradigm=Summarization-based, Backbone architecture=PEGASUS-large2022.0552
KnowPromptMethod paradigm=Indirect Supervision, Implementation=Re-implemented2022.0551
SURE-BART-large-cnnMethod paradigm=Summarization-based, Backbone architecture=BART-large-cnn2022.0550.4
SURE-BART-large-xsumMethod paradigm=Summarization-based, Backbone architecture=BART-large-xsum2022.0550.3
IRE-RoBERTa-largeMethod paradigm=Classification-based, Backbone architecture=RoBERTa-large, Implementation=Re-implemented2022.0546.3
SURE-BART-largeMethod paradigm=Summarization-based, Backbone architecture=BART-large2022.0543.6
RECENTMethod paradigm=Classification-based, Implementation=Re-implemented2022.0540
LUKEMethod paradigm=Classification-based, Implementation=Re-implemented2022.0517
K-AdapterMethod paradigm=Classification-based, Implementation=Re-implemented2022.0513.8
RoBERTaMethod paradigm=Classification-based, Implementation=Re-implemented2022.057.7
SpanBERTMethod paradigm=Classification-based, Implementation=Re-implemented2022.050