Relation Extraction on TACRED Original (test)
74.6F1 ScoreRoBERTa_LARGE + typed entity marker (punct)
Evaluation results
| Method | Links | |
|---|---|---|
| RoBERTa_LARGE + typed entity marker (punct)Backbone=RoBERTa-Large, Entity Representation=typed entity marker (punct)2021.02 | 74.6 | |
| BERTLARGE-CRBackbone=BERT-Large, Framework=CR2021.04 | 73 | |
| BERT_LARGE + typed entity markerBackbone=BERT-Large, Entity Representation=typed entity marker2021.02 | 72.9 | |
| LUKEBackbone=LUKE2021.02 | 72.7 | |
| LUKE-CRBackbone=LUKE, Framework=CR2021.04 | 72.4 | |
| BERTLARGE-CrossWeighBackbone=BERT-Large, Framework=CrossWeigh2021.04 | 71.9 | |
| LUKE-CrossWeighBackbone=LUKE, Framework=CrossWeigh2021.04 | 71.6 | |
| KnowBERTBackbone=KnowBERT2021.02 | 71.5 | |
| BERT_BASE + typed entity markerBackbone=BERT-Base, Entity Representation=typed entity marker2021.02 | 71.5 | |
| BERTBASE-CRBackbone=BERT-Base, Framework=CR2021.04 | 71.1 | |
| LUKEBackbone=LUKE2021.04 | 70.9 | |
| BERTBASE-CrossWeighBackbone=BERT-Base, Framework=CrossWeigh2021.04 | 70.8 | |
| SpanBERTBackbone=SpanBERT2021.02 | 70.8 | |
| RoBERTa_LARGE + entity markerBackbone=RoBERTa-Large, Entity Representation=entity marker2021.02 | 70.7 | |
| BERTLARGEBackbone=BERT-Large2021.04 | 70.2 | |
| BERT_LARGE + entity markerBackbone=BERT-Large, Entity Representation=entity marker2021.02 | 69.7 | |
| BERTBASEBackbone=BERT-Base2021.04 | 68.9 | |
| BERT_BASE + entity markerBackbone=BERT-Base, Entity Representation=entity marker2021.02 | 68.4 | |
| C-GCN-CrossWeighBackbone=C-GCN, Framework=CrossWeigh2021.04 | 67.4 | |
| C-GCN-CRBackbone=C-GCN, Framework=CR2021.04 | 67.2 | |
| C-GCNBackbone=C-GCN2021.04 | 66.7 | |
| C-GCNArchitecture=Sequence-based2021.02 | 66.3 | |
| PA-LSTMArchitecture=Sequence-based2021.02 | 65.1 |