Relation Classification on TACRED K=32 original (low-resource)
37.4Micro F1GenPT (RoBERTa)
Evaluation results
| Method | Links | |
|---|---|---|
| GenPT (RoBERTa)Learning Paradigm=Prompt Tuning, Backbone=RoBERTa2022.10 | 37.4 | |
| GenPT (BART)Learning Paradigm=Prompt Tuning, Backbone=BART2022.10 | 37.1 | |
| NLILearning Paradigm=Fine-tuning2022.10 | 36.7 | |
| KnowPromptLearning Paradigm=Prompt Tuning, Backbone=RoBERTa2022.10 | 36.5 | |
| GenPT (T5)Learning Paradigm=Prompt Tuning, Backbone=T52022.10 | 36 | |
| TYP MarkerLearning Paradigm=Fine-tuning, Backbone=RoBERTa2022.10 | 32.4 | |
| TANLLearning Paradigm=Fine-tuning, Backbone=T52022.10 | 32.1 | |
| PTRLearning Paradigm=Prompt Tuning, Backbone=RoBERTa2022.10 | 32.1 | |
| GDPNetLearning Paradigm=Fine-tuning2022.10 | 28.8 | |
| LUKELearning Paradigm=Fine-tuning, Backbone=LUKE2022.10 | 28.7 | |
| SpanBERTLearning Paradigm=Fine-tuning, Backbone=SpanBERT2022.10 | 17.9 |