Relation Extraction on DocRED official (test)
67.53REDREEAM (student)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DREEAM (student)PLM=RoBERTalarge, Distantly-Supervised Data=true, Inference-Stage Fusion=true2023.02 | 67.53 | 65.47 | |
| KD-DocREPLM=RoBERTalarge, Distantly-Supervised Data=true, Inference-Stage Fusion=false2023.02 | 67.28 | 65.24 | |
| DREEAM (student)PLM=RoBERTalarge, Distantly-Supervised Data=true, Inference-Stage Fusion=false2023.02 | 67.22 | 65.2 | |
| SSANPLM=RoBERTalarge, Distantly-Supervised Data=true, Inference-Stage Fusion=false2023.02 | 65.92 | 63.78 | |
| DREEAM (student)PLM=BERTbase, Distantly-Supervised Data=true, Inference-Stage Fusion=true2023.02 | 65.87 | 63.73 | |
| DREEAM (student)PLM=BERTbase, Distantly-Supervised Data=true, Inference-Stage Fusion=false2023.02 | 65.3 | 63.31 | |
| SAISPLM=RoBERTalarge, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.02 | 65.11 | 63.44 | |
| EIDERPLM=RoBERTalarge, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.02 | 64.79 | 62.85 | |
| KD-DocREPLM=BERTbase, Distantly-Supervised Data=true, Inference-Stage Fusion=false2023.02 | 64.76 | 62.56 | |
| DocuNet-RoBERTalargeEncoder=RoBERTa-large2021.06 | 64.55 | 62.39 | |
| DocuNetPLM=RoBERTalarge, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.02 | 64.55 | 62.39 | |
| DREEAM (teacher)PLM=RoBERTalarge, Distantly-Supervised Data=false, Inference-Stage Fusion=true2023.02 | 64.27 | 62.12 | |
| DREEAM (teacher)PLM=RoBERTalarge, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.02 | 63.55 | 61.62 | |
| ATLOP-RoBERTalargeEncoder=RoBERTa-large2021.06 | 63.4 | 61.39 | |
| ATLOPPLM=RoBERTalarge, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.02 | 63.4 | 61.39 | |
| SAISPLM=BERTbase, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.02 | 62.77 | 60.96 | |
| DREEAM (teacher)PLM=BERTbase, Distantly-Supervised Data=false, Inference-Stage Fusion=true2023.02 | 62.49 | 60.03 | |
| EIDERPLM=BERTbase, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.02 | 62.47 | 60.42 | |
| DocuNet-BERTbaseEncoder=BERT-base2021.06 | 61.86 | 59.93 | |
| DocuNetPLM=BERTbase, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.02 | 61.86 | 59.93 | |
| SSANPLM=RoBERTalarge, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.02 | 61.42 | 59.47 | |
| ATLOP-BERTbaseEncoder=BERT-base2021.06 | 61.3 | 59.31 | |
| ATLOPPLM=BERTbase, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.02 | 61.3 | 59.31 | |
| GAIN-BERTBASEEncoder=BERT-base2021.06 | 61.24 | 59 | |
| DREEAM (teacher)PLM=BERTbase, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.02 | 61.13 | 59.12 | |
| CorefRoBERTalargeEncoder=RoBERTa-large2021.06 | 60.25 | 57.9 | |
| RoBERTalargeEncoder=RoBERTa-large2021.06 | 59.62 | 57.51 | |
| HeterGSAN-BERTbaseEncoder=BERT-base2021.06 | 59.45 | 57.12 | |
| LSR-BERTbaseEncoder=BERT-base2021.06 | 59.05 | 56.97 | |
| CorefBERTlargeEncoder=BERT-large2021.06 | 58.83 | 56.4 | |
| BERTlargeEncoder=BERT-large2021.06 | 58.69 | 56.47 | |
| SSANPLM=BERTbase, Distantly-Supervised Data=false, Inference-Stage Fusion=false2023.02 | 58.16 | 55.84 | |
| GLRE-BERTbaseEncoder=BERT-base2021.06 | 57.4 | 55.4 | |
| CorefBERTbaseEncoder=BERT-base2021.06 | 56.96 | 54.54 | |
| GEDA-BERTbaseEncoder=BERT-base2021.06 | 55.74 | 53.71 | |
| HIN-BERTbaseEncoder=BERT-base2021.06 | 55.6 | 53.7 | |
| BERT-TSbaseEncoder=BERT-base2021.06 | 53.92 | — | |
| BERTbaseEncoder=BERT-base2021.06 | 53.2 | — | |
| +GCArchitecture=BERT-based2022.05 | 40.62 | 38.28 | |
| Eberts and Ulges (2021)Architecture=BERT-based2022.05 | 40.38 | — | |
| +GPArchitecture=BERT-based2022.05 | 40.12 | 38.09 | |
| Joint-MArchitecture=BERT-based2022.05 | 39.65 | 37.17 | |
| JointArchitecture=BERT-based2022.05 | 38.94 | 36.64 | |
| PipelineArchitecture=BERT-based2022.05 | 38.29 | 35.88 | |
| Verlinden et al. (2021)Architecture=LSTM-based2022.05 | 25.7 | — |