BriefGPT.xyz
Aug, 2023
元认知提示提高大型语言模型的理解能力
Metacognitive Prompting Improves Understanding in Large Language Models
HTML
PDF
Yuqing Wang, Yun Zhao
TL;DR
通过使用元认知提示,通过系统性的结构化、自我意识评估,结合大量内在的知识和新的认识,可以提高大型语言模型的理解能力。实验结果表明,元认知提示始终优于现有的提示方法,并通过提高GPT-4的性能水平,增强了GPT-4在各种自然语言理解任务中的表现。
Abstract
In
large language models
(LLMs), there have been consistent advancements in task-specific performance, largely influenced by effective prompt design. While recent research on prompting has enhanced the
reasoning capabil
→