Relation Extraction on Wiki80
0.922AccuracyCP
Evaluation Results
| Method | Links | |
|---|---|---|
| CPSupervised training data percentage=100%, Input configuration=C+M2020.10 | 0.922 | |
| MTBSupervised training data percentage=100%, Input configuration=C+M2020.10 | 0.916 | |
| BERTSupervised training data percentage=100%, Input configuration=C+M2020.10 | 0.913 | |
| CPSupervised training data percentage=10%, Input configuration=C+M2020.10 | 0.893 | |
| Map-tuningTraining Method=Fine-tuning, Injection Method=Map-tuning2023.05 | 0.867 | |
| BERT-baseTraining Method=Fine-tuning, Injection Method=None2023.05 | 0.861 | |
| K-AdapterTraining Method=Fine-tuning, Injection Method=K-Adapter2023.05 | 0.86 | |
| MTBSupervised training data percentage=10%, Input configuration=C+M2020.10 | 0.859 | |
| RATraining Method=Fine-tuning, Injection Method=RA2023.05 | 0.859 | |
| RATraining Method=Adapter, Injection Method=RA2023.05 | 0.859 | |
| Map-tuningTraining Method=Adapter, Injection Method=Map-tuning2023.05 | 0.859 | |
| Map-tuningTraining Method=LoRA, Injection Method=Map-tuning2023.05 | 0.858 | |
| BERT-baseTraining Method=Adapter, Injection Method=None2023.05 | 0.857 | |
| E-BERTTraining Method=Fine-tuning, Injection Method=E-BERT2023.05 | 0.854 | |
| BERT-baseTraining Method=LoRA, Injection Method=None2023.05 | 0.853 | |
| PELTTraining Method=Fine-tuning, Injection Method=PELT2023.05 | 0.85 | |
| K-AdapterTraining Method=LoRA, Injection Method=K-Adapter2023.05 | 0.85 | |
| K-AdapterTraining Method=Adapter, Injection Method=K-Adapter2023.05 | 0.85 | |
| E-BERTTraining Method=Adapter, Injection Method=E-BERT2023.05 | 0.844 | |
| PELTTraining Method=Adapter, Injection Method=PELT2023.05 | 0.843 | |
| RATraining Method=LoRA, Injection Method=RA2023.05 | 0.838 | |
| E-BERTTraining Method=LoRA, Injection Method=E-BERT2023.05 | 0.837 | |
| Map-tuningTraining Method=BitFit, Injection Method=Map-tuning2023.05 | 0.837 | |
| CPSupervised training data percentage=100%, Input configuration=OnlyC2020.10 | 0.834 | |
| PELTTraining Method=LoRA, Injection Method=PELT2023.05 | 0.831 | |
| BERTSupervised training data percentage=10%, Input configuration=C+M2020.10 | 0.829 | |
| CPSupervised training data percentage=1%, Input configuration=C+M2020.10 | 0.827 | |
| BERT-baseTraining Method=BitFit, Injection Method=None2023.05 | 0.827 | |
| MTBSupervised training data percentage=100%, Input configuration=OnlyC2020.10 | 0.82 | |
| RATraining Method=BitFit, Injection Method=RA2023.05 | 0.818 | |
| K-AdapterTraining Method=BitFit, Injection Method=K-Adapter2023.05 | 0.815 | |
| E-BERTTraining Method=BitFit, Injection Method=E-BERT2023.05 | 0.813 | |
| BERTSupervised training data percentage=100%, Input configuration=OnlyC2020.10 | 0.81 | |
| PELTTraining Method=BitFit, Injection Method=PELT2023.05 | 0.803 | |
| CPSupervised training data percentage=100%, Input configuration=OnlyM2020.10 | 0.799 | |
| MTBSupervised training data percentage=100%, Input configuration=OnlyM2020.10 | 0.788 | |
| BERTSupervised training data percentage=100%, Input configuration=OnlyM2020.10 | 0.781 | |
| CPSupervised training data percentage=10%, Input configuration=OnlyM2020.10 | 0.745 | |
| CPSupervised training data percentage=1%, Input configuration=OnlyC2020.10 | 0.734 | |
| CPSupervised training data percentage=10%, Input configuration=OnlyC2020.10 | 0.734 | |
| MTBSupervised training data percentage=10%, Input configuration=OnlyM2020.10 | 0.719 | |
| BERTSupervised training data percentage=10%, Input configuration=OnlyM2020.10 | 0.655 | |
| CPSupervised training data percentage=1%, Input configuration=OnlyM2020.10 | 0.653 | |
| MTBSupervised training data percentage=10%, Input configuration=OnlyC2020.10 | 0.589 | |
| MTBSupervised training data percentage=1%, Input configuration=C+M2020.10 | 0.585 | |
| BERTSupervised training data percentage=1%, Input configuration=C+M2020.10 | 0.559 | |
| MTBSupervised training data percentage=1%, Input configuration=OnlyM2020.10 | 0.542 | |
| MTBSupervised training data percentage=1%, Input configuration=OnlyC2020.10 | 0.509 | |
| BERTSupervised training data percentage=1%, Input configuration=OnlyM2020.10 | 0.453 | |
| BERTSupervised training data percentage=1%, Input configuration=OnlyC2020.10 | 0.413 | |
| BERTSupervised training data percentage=10%, Input configuration=OnlyC2020.10 | 0.413 |