A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications

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A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications

5 February 2024

Ayush Kumar Singh

Vinija Jain

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Papers citing "A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications"

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Title
Large Language Model Guided Tree-of-Thought Jieyi Long LM&Ro LRM 60 206 0 15 May 2023
Structured Chain-of-Thought Prompting for Code Generation Jia Li Ge Li Yongming Li Zhi Jin LRM 92 134 0 11 May 2023
Text2Seg: Remote Sensing Image Semantic Segmentation via Text-Guided Visual Foundation Models Jielu Zhang Zhongliang Zhou Gengchen Mai Lan Mu Mengxuan Hu Sheng Li VLM 60 47 0 20 Apr 2023
ART: Automatic multi-step reasoning and tool-use for large language models Bhargavi Paranjape Scott M. Lundberg Sameer Singh Hannaneh Hajishirzi Luke Zettlemoyer Marco Tulio Ribeiro KELM ReLM LRM 91 152 0 16 Mar 2023
Active Prompting with Chain-of-Thought for Large Language Models Shizhe Diao Pengcheng Wang Yong Lin Tong Zhang ReLM KELM LLMAG LRM 89 131 0 23 Feb 2023
Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks Wenhu Chen Xueguang Ma Xinyi Wang William W. Cohen ReLM ReCod LRM 153 824 0 22 Nov 2022
Large Language Models Are Human-Level Prompt Engineers Yongchao Zhou Andrei Ioan Muresanu Ziwen Han Keiran Paster Silviu Pitis Harris Chan Jimmy Ba ALM LLMAG 183 895 0 03 Nov 2022
Automatic Chain of Thought Prompting in Large Language Models Zhuosheng Zhang Aston Zhang Mu Li Alexander J. Smola ReLM LRM 150 632 0 07 Oct 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 434 2,955 0 06 Oct 2022
Exploring Visual Prompts for Adapting Large-Scale Models Hyojin Bahng Ali Jahanian S. Sankaranarayanan Phillip Isola VLM VPVLM LRM 68 272 0 31 Mar 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 524 3,721 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 823 9,644 0 28 Jan 2022
Show Your Work: Scratchpads for Intermediate Computation with Language Models Maxwell Nye Anders Andreassen Guy Gur-Ari Henryk Michalewski Jacob Austin ... Aitor Lewkowycz Maarten Bosma D. Luan Charles Sutton Augustus Odena ReLM LRM 183 752 0 30 Nov 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 218 3,987 0 28 Jul 2021
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 853 42,332 0 28 May 2020