好的指令需要大量人工标注,但是成本高 文章《SELF-INSTRUCT: Aligning Language Model with Self Generated Instructions》一文提出了Self-Instruct,一个通过引导语言模型来提高其指令跟随能力的框架,该框架从语言模型中生成指令、输入和输出样本,然后再经过过滤,过滤后的指令集再来微调原始模型。 S
在第2步,模型被提示生成新的任务指令。这一步是利用现有的指令集来创造更广泛的指令任务,通常是新的任务 生成指令数据的流程由四个步骤组成: 1)指令生成 SELF-INSTRUCT是基于一个发现:即大型预训练的语言模型在遇到上下文中的一些现有指令时,可以被提示生成新的指令,这提供了一种从一小部分人类编写的指令种子中扩...
文章《SELF-INSTRUCT: Aligning Language Model with Self Generated Instructions》一文提出了SELF-INSTRUCT,一个通过引导生成预训练的语言模型来提高其指令跟随能力的框架,该框架从语言模型中生成指令、输入和输出样本,然后在使用它们来微调原始模型之前对它们进行过滤。 将该方法应用于vanilla GPT3,实验表明SUPER-NATURALIN...
文章标题：SELF-INSTRUCT: Aligning Language Model with Self Generated Instructions 自指导：将语言模型与自生成的指令相结合 文章链接：arxiv.org/pdf/2212.1056... 作者：Yizhong Wang等 单位：华盛顿大学 发表时间：ACL 2023 在深度之眼《大模型——前沿论文带读训练营》公开课中，介绍了SELF-INSTRU...
文章《SELF-INSTRUCT: Aligning Language Model with Self Generated Instructions》旨在解决指令微调依赖人类编写数据的问题，通过提高指令质量来提升模型泛化性和创造性。该文章提出了一种框架，利用语言模型的自生成能力提高其遵循指令的能力，无需大量人工标注数据，降低指令微调成本与难度。实验显示，生成指令...
@misc{selfinstruct,title={Self-Instruct: Aligning Language Model with Self Generated Instructions},author={Wang, Yizhong and Kordi, Yeganeh and Mishra, Swaroop and Liu, Alisa and Smith, Noah A. and Khashabi, Daniel and Hajishirzi, Hannaneh},journal={arXiv preprint arXiv:2212.10560},year={202...
Roleplay Model - Hugging Face 1k Data Roleplay Multiturn Chat 1k Data - Hugging Face Please note that the above content has been revised to English while maintaining the original format. 引用info @misc{selfinstruct, title={Self-Instruct: Aligning Language Model with Self Generated Instructions},...
for self-instruction, then drives model fine-tuning through SFT, and introduces the human-in-the-loop workflow to collect human and AI feedback to the model response, which is used to further improve the model performance by aligning human preference throug...
Self-Instruct: Aligning Language Model with Self Generated Instructions Dec 2022 Yizhong Wang, Yeganeh Kordi, Swaroop Mishra, Alisa Liu, Noah A. Smith, Daniel Khashabi, Hannaneh Hajishirzi [University of Washington, Tehran Polytechnic, Arizona State University, Johns Hopkins University, Allen Institute...
name_en: Self-Instruct: Aligning Language Model with Self Generated Instructions name_ch: 自引导:用自我生成的指令调整语言模型 paper_addr: http://arxiv.org/abs/2212.10560 date_read: 2023-03-16 date_publish: 2022-12-20 tags: [‘深度学习’,‘自然语言处理’] ...