title: Principled Instructions Are All You Need for Questioning LLaMA-1/2,
    GPT-3.5/4
summary: This paper introduces 26 guiding principles designed to streamline the
  process of querying and prompting large language models. Our goal is to
  simplify the underlying concepts of formulating questions for various scales of
  large language models, examining their abilities, and enhancing user
  comprehension on the behaviors of different scales of large language models
  when feeding into different prompts. Extensive experiments are conducted on
  LLaMA-1/2 (7B, 13B and 70B), GPT-3.5/4 to verify the effectiveness of the
  proposed principles on instructions and prompts design. We hope that this work
  provides a better guide for researchers working on the prompting of large
  language models. Project page is available at
  https://github.com/VILA-Lab/ATLAS.
paper_authors._id: 658b9fe2925aadd433fbd9d8
paper_authors.name: Sondos Mahmoud Bsharat
paper_authors.status: claimed_verified
paper_authors.statusLastChangedAt: 2024-05-17T06:53:59.798Z
paper_authors._id: 644c4c848c51ddbe0ea841db
paper_authors.avatarUrl: /avatars/da5a825f310c31d8230617d72f7c679e.svg
paper_authors.fullname: Sondos bsharat
paper_authors.type: user
paper_authors.user: SondosMB
paper_authors._id: 658b9fe2925aadd433fbd9d9
paper_authors.name: Aidar Myrzakhan
paper_authors._id: 658b9fe2925aadd433fbd9da
paper_authors.name: Zhiqiang Shen
paper_title: Principled Instructions Are All You Need for Questioning LLaMA-1/2,
    GPT-3.5/4
paper_summary: This paper introduces 26 guiding principles designed to streamline the
  process of querying and prompting large language models. Our goal is to
  simplify the underlying concepts of formulating questions for various scales of
  large language models, examining their abilities, and enhancing user
  comprehension on the behaviors of different scales of large language models
  when feeding into different prompts. Extensive experiments are conducted on
  LLaMA-1/2 (7B, 13B and 70B), GPT-3.5/4 to verify the effectiveness of the
  proposed principles on instructions and prompts design. We hope that this work
  provides a better guide for researchers working on the prompting of large
  language models. Project page is available at
  https://github.com/VILA-Lab/ATLAS.
paper_ai_keywords: large language models guiding principles querying prompting formulating questions LLaMA-1/2 GPT-3.5/4 instructions prompts design