简单问题直接问,把要求写在开头或者结束。 https://arxiv.org/abs/2307.03172 (研究发现简单问题step by step或者COT适得其反)
复杂问题,按照思维跳数把问题用\n分解或者用伪代码形式描述,同样重点尽量放句子两边。 (研究发现“When separating reasoning steps, newline \n symbol works better than step i, period . or semicolon ;”)
找灵感头脑风暴,可以让几个AI互相扮演比如模拟审稿人和作者一问一答。
e.g.
如果你是这篇文章的审稿人,你对作者提出哪些问题?你会为这篇文章写怎样的评语?
If you were a reviewer for this article, what questions would you ask the author, and what would you write about this article?
你是这篇文章的作者审稿人给你的文章review如下,请写一篇rebuttal回复审稿人提出的问题,为自己尽可能争取分数
You are the author of this article and the reviewer gives you a review of the article below, please write a rebuttal reply to the questions asked by the reviewer and get as many points as possible for yourself
References
Weng, Lilian. (Mar 2023). Prompt Engineering. Lil’Log. https://lilianweng.github.io/posts/2023-03-15-prompt-engineering/.
Weng, Lilian. (Jun 2023). LLM-powered Autonomous Agents". Lil’Log. https://lilianweng.github.io/posts/2023-06-23-agent/.