Speak Like a Native: Prompting Large Language Models in a Native Style

arXiv:2311.13538v3 Announce Type: replace-cross
Abstract: In-context learning (ICL) with large language models (LLMs) has become the modern tool of choice for many natural language processing tasks. However, how the text style of in-context examples influences the performance of LLMs still remains under-explored. This paper presents a novel and effective approach, named \textbf{AlignedCoT}, to improve the reasoning capability of LLMs by aligning the in-context examples with the native style of LLMs. ``Native'' refers to the inherent characteristic of LLMs which can …

arxiv cs.ai cs.lg language language models large language large language models prompting speak style type