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ResearchFormerly WizWand

Relation Classification on Wiki80 K=16 original (low-resource)

0.833Micro F1GenPT (RoBERTa)
0.603160.662830.72250.78217Oct 22, 2022
Updated 8mo ago

Evaluation results

MethodLinks
GenPT (RoBERTa)Learning Paradigm=Prompt Tuning, Backbone=RoBERTa2022.100.833
GenPT (BART)Learning Paradigm=Prompt Tuning, Backbone=BART2022.100.824
KnowPromptLearning Paradigm=Prompt Tuning, Backbone=RoBERTa2022.100.822
GenPT (T5)Learning Paradigm=Prompt Tuning, Backbone=T52022.100.82
TANLLearning Paradigm=Fine-tuning, Backbone=T52022.100.779
TYP MarkerLearning Paradigm=Fine-tuning, Backbone=RoBERTa2022.100.776
LUKELearning Paradigm=Fine-tuning, Backbone=LUKE2022.100.716
SpanBERTLearning Paradigm=Fine-tuning, Backbone=SpanBERT2022.100.702
GDPNetLearning Paradigm=Fine-tuning2022.100.612