Relation Extraction on ACE 2005
70.1F1 ScoreGoLLIE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GoLLIEEvaluation Setting=supervised2024.03 | 70.1 | — | — | |
| LasUIE*Model Category=Unified Models, Large-scale continued pre-training=true2023.05 | 66.4 | — | — | |
| E2H-largeModel Category=Unified Models, Model Scale=large, Large-scale continued pre-training=false2023.05 | 66.21 | — | — | |
| UIE*Model Category=Unified Models, Large-scale continued pre-training=true2023.05 | 66.06 | — | — | |
| E2H-baseModel Category=Unified Models, Model Scale=base, Large-scale continued pre-training=false2023.05 | 65.44 | — | — | |
| PUREModel Category=Specialized Models, Large-scale continued pre-training=false2023.05 | 64.8 | — | — | |
| KnowCoderModel=7B, Evaluation Setting=supervised2024.03 | 64.5 | — | — | |
| T5-largeModel Category=Unified Models, Model Scale=large, Large-scale continued pre-training=false2023.05 | 64.49 | — | — | |
| UniREModel Category=Specialized Models, Large-scale continued pre-training=false2023.05 | 64.3 | — | — | |
| TANLModel Category=Unified Models, Large-scale continued pre-training=false2023.05 | 63.7 | — | — | |
| T5-baseModel Category=Unified Models, Model Scale=base, Large-scale continued pre-training=false2023.05 | 62.91 | — | — | |
| CodexPrompt Type=code, Shots=12023.05 | 7.09 | — | 37.67 | |
| UIE-largePrompt Type=text, Shots=12023.05 | 5.15 | — | — | |
| SELBackbone=T5-v1.1-large, Pre-training=None2022.03 | — | 64.68 | — | |
| TANLNumber of Parameters=220M, Backbone=T5-base2023.05 | — | 63.7 | — | |
| UIEBackbone=T5-v1.1-large, Pre-training=Large-scale structure-text data2022.03 | — | 66.06 | — | |
| UIENumber of Parameters=770M, Backbone=T5-large2023.05 | — | 64.68 | — | |
| UniEXNumber of Parameters=132M, Backbone=RoBERTa-base2023.05 | — | 63.64 | — | |
| UniEXNumber of Parameters=372M, Backbone=RoBERTa-large2023.05 | — | 66.06 | — | |
| Zhong and Chen (2021)Type=Comparable SOTA2022.03 | — | 65.6 | — |