Relation Classification on Wiki80 K=8 original (low-resource)
78.6Micro F1GenPT (RoBERTa)
Evaluation results
| Method | Links | |
|---|---|---|
| GenPT (RoBERTa)Learning Paradigm=Prompt Tuning, Backbone=RoBERTa2022.10 | 78.6 | |
| KnowPromptLearning Paradigm=Prompt Tuning, Backbone=RoBERTa2022.10 | 78.5 | |
| GenPT (BART)Learning Paradigm=Prompt Tuning, Backbone=BART2022.10 | 77.8 | |
| GenPT (T5)Learning Paradigm=Prompt Tuning, Backbone=T52022.10 | 77.1 | |
| TYP MarkerLearning Paradigm=Fine-tuning, Backbone=RoBERTa2022.10 | 70.6 | |
| TANLLearning Paradigm=Fine-tuning, Backbone=T52022.10 | 68.5 | |
| LUKELearning Paradigm=Fine-tuning, Backbone=LUKE2022.10 | 53.9 | |
| GDPNetLearning Paradigm=Fine-tuning2022.10 | 45.7 | |
| SpanBERTLearning Paradigm=Fine-tuning, Backbone=SpanBERT2022.10 | 40.2 |