How Effective is Task-Agnostic Data Augmentation for Pretrained Transformers?

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Knowledge Triples

Source Entity	Relationship	Target Entity
Back Translation Method	isA	Task Agnostic Data Augmentation Method
BERT Method	trainedOn	Dataset Material
RoBERTa Material	trainedOn	Dataset Material
Task Agnostic Data Augmentation Method	appliesTo	BERT Method
Task Agnostic Data Augmentation Method	appliesTo	RoBERTa Material
Task Agnostic Data Augmentation Method	appliesTo	XLNet Method
XLNet Method	trainedOn	Dataset Material