Reasoning with Language Model Prompting: A Survey

التفاصيل البيبلوغرافية
العنوان: Reasoning with Language Model Prompting: A Survey
المؤلفون: Qiao, Shuofei, Ou, Yixin, Zhang, Ningyu, Chen, Xiang, Yao, Yunzhi, Deng, Shumin, Tan, Chuanqi, Huang, Fei, Chen, Huajun
سنة النشر: 2022
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Information Retrieval, Computer Science - Machine Learning
الوصف: 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).
Comment: ACL 2023, 24 pages, add references of theoretical analysis
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2212.09597
رقم الأكسشن: edsarx.2212.09597
قاعدة البيانات: arXiv