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ResearchFormerly WizWand

Evidence Retrieval on DocRED (dev)

57.55F1 ScoreDREEAM (student)
46.702849.518952.33555.1511Sep 24, 2021Dec 18, 2021Mar 13, 2022Jun 6, 2022Aug 30, 2022Nov 23, 2022Feb 17, 2023
Updated 8mo ago

Evaluation results

MethodLinks
DREEAM (student)PLM=RoBERTalarge, Distantly-Supervised Data=true, Inference-Stage Fusion=true2023.0257.55
SAISBackbone=RoBERTa-large, Architecture=Transformer-based2021.0955.84
SAISPLM=RoBERTalarge, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.0255.84
DREEAM (student)PLM=BERTbase, Distantly-Supervised Data=true, Inference-Stage Fusion=true2023.0255.68
DREEAM (teacher)PLM=RoBERTalarge, Distantly-Supervised Data=false, Inference-Stage Fusion=true2023.0254.15
SAISBackbone=BERT-base, Architecture=Transformer-based2021.0953.7
SAISPLM=BERTbase, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.0253.7
EiderBackbone=RoBERTa-large, Architecture=Transformer-based2021.0952.54
EIDERPLM=RoBERTalarge, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.0252.54
DREEAM (teacher)PLM=BERTbase, Distantly-Supervised Data=false, Inference-Stage Fusion=true2023.0252.08
EiderBackbone=BERT-base, Architecture=Transformer-based2021.0950.71
EIDERPLM=BERTbase, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.0250.71
E2GREBackbone=BERT-base, Architecture=Transformer-based2021.0947.14
E2GREPLM=BERTbase, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.0247.12