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Learning How to Ask: Querying LMs with Mixtures of Soft Prompts

Learning How to Ask: Querying LMs with Mixtures of Soft Prompts

Natural-language prompts have recently been used to coax pretrained language models into performing other AI tasks, using a fill-in-the-blank paradigm (Petroni et al., 2019) or a few-shot extrapolation paradigm (Brown et al., 2020). For example, language models retain factual knowledge from their training corpora that can be extracted by asking …