Can Prompt Probe Pretrained Language Models? Understanding the Invisible Risks from a Causal View

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Knowledge Triples

Source Entity	Relationship	Target Entity
Causal Intervention Method	improves	Probing frameworks OtherEntity
Prompt Based Probing Method	evaluates	Pre-trained Language Models Method
Prompt Based Probing Method	proposes	Causal Intervention Method