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Relation Extraction on Wiki80

0.922AccuracyCP
0.392640.530070.66750.80493Oct 5, 2020Mar 14, 2021Aug 22, 2021Jan 30, 2022Jul 10, 2022Dec 18, 2022May 28, 2023
Updated 8mo ago

Evaluation results

MethodLinks
CPSupervised training data percentage=100%, Input configuration=C+M2020.100.922
MTBSupervised training data percentage=100%, Input configuration=C+M2020.100.916
BERTSupervised training data percentage=100%, Input configuration=C+M2020.100.913
CPSupervised training data percentage=10%, Input configuration=C+M2020.100.893
Map-tuningTraining Method=Fine-tuning, Injection Method=Map-tuning2023.050.867
BERT-baseTraining Method=Fine-tuning, Injection Method=None2023.050.861
K-AdapterTraining Method=Fine-tuning, Injection Method=K-Adapter2023.050.86
MTBSupervised training data percentage=10%, Input configuration=C+M2020.100.859
RATraining Method=Fine-tuning, Injection Method=RA2023.050.859
RATraining Method=Adapter, Injection Method=RA2023.050.859
Map-tuningTraining Method=Adapter, Injection Method=Map-tuning2023.050.859
Map-tuningTraining Method=LoRA, Injection Method=Map-tuning2023.050.858
BERT-baseTraining Method=Adapter, Injection Method=None2023.050.857
E-BERTTraining Method=Fine-tuning, Injection Method=E-BERT2023.050.854
BERT-baseTraining Method=LoRA, Injection Method=None2023.050.853
PELTTraining Method=Fine-tuning, Injection Method=PELT2023.050.85
K-AdapterTraining Method=LoRA, Injection Method=K-Adapter2023.050.85
K-AdapterTraining Method=Adapter, Injection Method=K-Adapter2023.050.85
E-BERTTraining Method=Adapter, Injection Method=E-BERT2023.050.844
PELTTraining Method=Adapter, Injection Method=PELT2023.050.843
RATraining Method=LoRA, Injection Method=RA2023.050.838
E-BERTTraining Method=LoRA, Injection Method=E-BERT2023.050.837
Map-tuningTraining Method=BitFit, Injection Method=Map-tuning2023.050.837
CPSupervised training data percentage=100%, Input configuration=OnlyC2020.100.834
PELTTraining Method=LoRA, Injection Method=PELT2023.050.831
BERTSupervised training data percentage=10%, Input configuration=C+M2020.100.829
CPSupervised training data percentage=1%, Input configuration=C+M2020.100.827
BERT-baseTraining Method=BitFit, Injection Method=None2023.050.827
MTBSupervised training data percentage=100%, Input configuration=OnlyC2020.100.82
RATraining Method=BitFit, Injection Method=RA2023.050.818
K-AdapterTraining Method=BitFit, Injection Method=K-Adapter2023.050.815
E-BERTTraining Method=BitFit, Injection Method=E-BERT2023.050.813
BERTSupervised training data percentage=100%, Input configuration=OnlyC2020.100.81
PELTTraining Method=BitFit, Injection Method=PELT2023.050.803
CPSupervised training data percentage=100%, Input configuration=OnlyM2020.100.799
MTBSupervised training data percentage=100%, Input configuration=OnlyM2020.100.788
BERTSupervised training data percentage=100%, Input configuration=OnlyM2020.100.781
CPSupervised training data percentage=10%, Input configuration=OnlyM2020.100.745
CPSupervised training data percentage=1%, Input configuration=OnlyC2020.100.734
CPSupervised training data percentage=10%, Input configuration=OnlyC2020.100.734
MTBSupervised training data percentage=10%, Input configuration=OnlyM2020.100.719
BERTSupervised training data percentage=10%, Input configuration=OnlyM2020.100.655
CPSupervised training data percentage=1%, Input configuration=OnlyM2020.100.653
MTBSupervised training data percentage=10%, Input configuration=OnlyC2020.100.589
MTBSupervised training data percentage=1%, Input configuration=C+M2020.100.585
BERTSupervised training data percentage=1%, Input configuration=C+M2020.100.559
MTBSupervised training data percentage=1%, Input configuration=OnlyM2020.100.542
MTBSupervised training data percentage=1%, Input configuration=OnlyC2020.100.509
BERTSupervised training data percentage=1%, Input configuration=OnlyM2020.100.453
BERTSupervised training data percentage=1%, Input configuration=OnlyC2020.100.413
BERTSupervised training data percentage=10%, Input configuration=OnlyC2020.100.413