Relation Extraction on SemEval 2010 (test)
89.9PrecisionSPOT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SPOT2022.08 | 89.9 | 91.4 | 90.6 | — | |
| ERICA2022.08 | 89.6 | 89 | 89.2 | — | |
| LUKE2022.08 | 89.3 | 91.3 | 90.3 | — | |
| CorefBERT2022.08 | 89.2 | 89.2 | 89.2 | — | |
| KnowBERT2022.08 | 89.1 | 89.1 | 89.1 | — | |
| BERT2022.08 | 88.6 | 90.4 | 89.4 | — | |
| CP2022.08 | 88.6 | 90.4 | 89.5 | — | |
| RoBERTa2022.08 | 88.4 | 89 | 88.7 | — | |
| MTB2022.08 | 88.1 | 90.1 | 89.2 | — | |
| SpanBERT2022.08 | 87.9 | 89.7 | 88.8 | — | |
| BARTCategory=Sequence-to-Sequence2022.12 | — | — | — | 89.5 | |
| Base ModelCategory=Ours2022.12 | — | — | — | 89.6 | |
| Base Model(LS)Category=Ours, Feature=Label Smoothing2022.12 | — | — | — | 89.9 | |
| Base Model(P)Category=Ours, Feature=Prompt P2022.12 | — | — | — | 89.1 | |
| IRECategory=Classification-based2022.12 | — | — | — | 89.8 | |
| KLGCategory=Ours2022.12 | — | — | — | 90.5 | |
| KLG w/o DSCategory=Ours, Feature=without Dynamic k-Selection2022.12 | — | — | — | 90.1 | |
| KnowPromptCategory=Prompt-based2022.12 | — | — | — | 90.2 | |
| LUKECategory=Classification-based2022.12 | — | — | — | 90.1 | |
| PTRCategory=Prompt-based2022.12 | — | — | — | 89.9 |