论文标题
使用语言模型提示推理:调查
Reasoning with Language Model Prompting: A Survey
论文作者
论文摘要
作为复杂问题解决的基本能力,推理可以为各种现实世界应用(例如医学诊断,谈判等)提供后端支持。本文通过语言模型提示提供了有关推理的尖端研究的全面调查。我们介绍了研究工作,并提供了比较和摘要,并提供了系统的资源来帮助初学者。我们还讨论了出现这种推理能力的潜在原因,并突出未来的研究方向。资源可在https://github.com/zjunlp/prompt4ReasaningPapers(定期更新)上获得。
Reasoning, as an essential ability for complex problem-solving, can provide back-end support for various real-world applications, such as medical diagnosis, negotiation, etc. This paper provides a comprehensive survey of cutting-edge research on reasoning with language model prompting. We introduce research works with comparisons and summaries and provide systematic resources to help beginners. We also discuss the potential reasons for emerging such reasoning abilities and highlight future research directions. Resources are available at https://github.com/zjunlp/Prompt4ReasoningPapers (updated periodically).