Relation Classification on TACRED original (test)
75.3Micro F1GenPT (T5)
Evaluation Results
| Method | Links | |
|---|---|---|
| GenPT (T5)Extra Data=false, Entity Type=false, Label Semantics=true, Encoder=T5, Tuning Protocol=Prompt Tuning2022.10 | 75.3 | |
| GenPT (RoBERTa)Extra Data=false, Entity Type=true, Label Semantics=true, Encoder=RoBERTa, Tuning Protocol=Prompt Tuning2022.10 | 74.7 | |
| TYP MarkerExtra Data=false, Entity Type=true, Label Semantics=false, Encoder=RoBERTa, Tuning Protocol=Fine-tuning2022.10 | 74.6 | |
| GenPT (BART)Extra Data=false, Entity Type=true, Label Semantics=true, Encoder=BART, Tuning Protocol=Prompt Tuning2022.10 | 74.6 | |
| LUKEExtra Data=true, Entity Type=true, Label Semantics=false, Encoder=LUKE, Tuning Protocol=Fine-tuning2022.10 | 72.7 | |
| PTRExtra Data=false, Entity Type=true, Label Semantics=true, Encoder=RoBERTa, Tuning Protocol=Prompt Tuning2022.10 | 72.4 | |
| KnowPromptExtra Data=false, Entity Type=true, Label Semantics=true, Encoder=RoBERTa, Tuning Protocol=Prompt Tuning2022.10 | 72.4 | |
| TANLExtra Data=false, Entity Type=false, Label Semantics=false, Encoder=T5, Tuning Protocol=Fine-tuning2022.10 | 72.1 | |
| NLIExtra Data=true, Entity Type=true, Label Semantics=true, Encoder=RoBERTa-mnli, Tuning Protocol=Fine-tuning2022.10 | 71 | |
| SpanBERTExtra Data=true, Entity Type=true, Label Semantics=false, Encoder=SpanBERT, Tuning Protocol=Fine-tuning2022.10 | 70.8 | |
| GDPNetExtra Data=true, Entity Type=true, Label Semantics=false, Encoder=SpanBERT, Tuning Protocol=Fine-tuning2022.10 | 70.5 |