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Deep generative models have the potential to fundamentally change the way wecreate high-fidelity digital content but are often hard to control. Prompting agenerative model is a promising recent development that in principle enablesend-users to creatively leverage zero-shot and few-shot learning to assign newtasks to an AI ad-hoc, simply by writing them down. However, for the majorityof end-users writing effective prompts is currently largely a trial and errorprocess. To address this, we discuss the key opportunities and challenges forinteractive creative applications that use prompting as a new paradigm forHuman-AI interaction. Based on our analysis, we propose four design goals foruser interfaces that support prompting. We illustrate these with concrete UIdesign sketches, focusing on the use case of creative writing. The researchcommunity in HCI and AI can take these as starting points to develop adequateuser interfaces for models capable of zero- and few-shot learning.

How to Prompt? Opportunities and Challenges of Zero- and Few-Shot Learning for Human-AI Interaction in Creative Applications of Generative Models