Ask Me Anything: A simple strategy for prompting language models. (arXiv:2210.02441v2 [cs.CL] UPDATED)

Large language models (LLMs) transfer well to new tasks out-of-the-box simply
given a natural language prompt that demonstrates how to perform the task and
no additional training. Prompting is a brittle process wherein small
modifications to the prompt can cause large variations in the model
predictions, and therefore significant effort is dedicated towards designing a
painstakingly "perfect prompt" for a task. To mitigate the high degree of
effort involved in prompt-design, we instead ask whether producing multiple
effective, yet imperfect, …

arxiv language language models strategy