Relation Extraction on DocRED human-annotated (test)
59.5Micro F1FineCL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FineCLTraining Data Size=100%2022.05 | 59.5 | 57.1 | |
| ERICA_RoBERTaTraining Data Size=100%2022.05 | 59.1 | 56.9 | |
| WCL_RoBERTaTraining Data Size=100%2022.05 | 58.5 | 56.2 | |
| RoBERTaTraining Data Size=100%2022.05 | 58.2 | 55.9 | |
| ERICA_BERTTraining Data Size=100%2022.05 | 57.4 | 55.2 | |
| SpanBERT*Training Data Size=100%2022.05 | 57.3 | 55 | |
| CorefBERT*Training Data Size=100%2022.05 | 57 | 54.5 | |
| MTB*Training Data Size=100%2022.05 | 56.9 | 54.3 | |
| ERNIE*Training Data Size=100%2022.05 | 56.6 | 54.2 | |
| BERTTraining Data Size=100%2022.05 | 56.6 | 54.4 | |
| HINBERT*Training Data Size=100%2022.05 | 55.6 | 53.7 | |
| CP*Training Data Size=100%2022.05 | 55.2 | 52.7 | |
| BiLSTM*Training Data Size=100%2022.05 | 51.1 | 50.3 | |
| FineCLTraining Data Size=10%2022.05 | 50.3 | 48.3 | |
| ERICA_RoBERTaTraining Data Size=10%2022.05 | 50.1 | 48.1 | |
| WCL_RoBERTaTraining Data Size=10%2022.05 | 49.4 | 47.5 | |
| ERICA_BERTTraining Data Size=10%2022.05 | 48.5 | 46.4 | |
| RoBERTaTraining Data Size=10%2022.05 | 47.6 | 45.7 | |
| ERNIE*Training Data Size=10%2022.05 | 46.7 | 44.2 | |
| SpanBERT*Training Data Size=10%2022.05 | 46.4 | 44.5 | |
| MTB*Training Data Size=10%2022.05 | 46.1 | 44.1 | |
| CorefBERT*Training Data Size=10%2022.05 | 46 | 43.7 | |
| BERTTraining Data Size=10%2022.05 | 45.2 | 43.1 | |
| CP*Training Data Size=10%2022.05 | 44.8 | 42.6 | |
| CNN*Training Data Size=100%2022.05 | 42.3 | 40.3 | |
| FineCLTraining Data Size=1%2022.05 | 33.2 | 31.2 | |
| CorefBERT*Training Data Size=1%2022.05 | 32.8 | 31.2 | |
| SpanBERT*Training Data Size=1%2022.05 | 32.2 | 30.4 | |
| CP*Training Data Size=1%2022.05 | 30.3 | 28.7 | |
| ERICA_RoBERTaTraining Data Size=1%2022.05 | 30 | 28.2 | |
| RoBERTaTraining Data Size=1%2022.05 | 29.6 | 27.9 | |
| MTB*Training Data Size=1%2022.05 | 29 | 27.6 | |
| ERNIE*Training Data Size=1%2022.05 | 26.7 | 25.5 | |
| ERICA_BERTTraining Data Size=1%2022.05 | 22.9 | 21.7 | |
| WCL_RoBERTaTraining Data Size=1%2022.05 | 22.3 | 20.8 | |
| BERTTraining Data Size=1%2022.05 | 19.9 | 18.8 |