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Unleashing the potential of prompt engineering in Large Language Models:
  a comprehensive review

Unleashing the potential of prompt engineering in Large Language Models: a comprehensive review

23 October 2023
Banghao Chen
Zhaofeng Zhang
Nicolas Langrené
Shengxin Zhu
    LLMAG
ArXivPDFHTML

Papers citing "Unleashing the potential of prompt engineering in Large Language Models: a comprehensive review"

24 / 24 papers shown
Title
Enhancing the Learning Experience: Using Vision-Language Models to Generate Questions for Educational Videos
Enhancing the Learning Experience: Using Vision-Language Models to Generate Questions for Educational Videos
Markos Stamatakis
Joshua Berger
Christian Wartena
Ralph Ewerth
Anett Hoppe
AI4Ed
37
0
0
03 May 2025
An Empirical Study on the Effectiveness of Large Language Models for Binary Code Understanding
An Empirical Study on the Effectiveness of Large Language Models for Binary Code Understanding
Xiuwei Shang
Zhenkan Fu
Shaoyin Cheng
Guoqiang Chen
Gangyang Li
Li Hu
W. Zhang
N. Yu
59
0
0
30 Apr 2025
EduBot -- Can LLMs Solve Personalized Learning and Programming Assignments?
EduBot -- Can LLMs Solve Personalized Learning and Programming Assignments?
Yibin Wang
Jiaxi Xie
Lakshminarayanan Subramanian
AI4Ed
54
0
0
23 Apr 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation
Xujie Yuan
Y. Liu
Shimin Di
Shiwen Wu
Libin Zheng
Rui Meng
Lei Chen
Xiaofang Zhou
Jian Yin
36
0
0
28 Feb 2025
Agent-Centric Projection of Prompting Techniques and Implications for Synthetic Training Data for Large Language Models
Agent-Centric Projection of Prompting Techniques and Implications for Synthetic Training Data for Large Language Models
Dhruv Dhamani
Mary Lou Maher
LLMAG
52
0
0
14 Jan 2025
OBI-Bench: Can LMMs Aid in Study of Ancient Script on Oracle Bones?
OBI-Bench: Can LMMs Aid in Study of Ancient Script on Oracle Bones?
Z. Chen
Tingzhu Chen
Wenjun Zhang
Guangtao Zhai
82
3
0
02 Dec 2024
CATP-LLM: Empowering Large Language Models for Cost-Aware Tool Planning
CATP-LLM: Empowering Large Language Models for Cost-Aware Tool Planning
Duo Wu
J. Wang
Yuan Meng
Yanning Zhang
Le Sun
Zhi Wang
99
0
0
25 Nov 2024
Steering Large Language Models using Conceptors: Improving Addition-Based Activation Engineering
Steering Large Language Models using Conceptors: Improving Addition-Based Activation Engineering
Joris Postmus
Steven Abreu
LLMSV
54
1
0
09 Oct 2024
Recent Advances in Attack and Defense Approaches of Large Language
  Models
Recent Advances in Attack and Defense Approaches of Large Language Models
Jing Cui
Yishi Xu
Zhewei Huang
Shuchang Zhou
Jianbin Jiao
Junge Zhang
PILM
AAML
47
1
0
05 Sep 2024
Recording First-person Experiences to Build a New Type of Foundation
  Model
Recording First-person Experiences to Build a New Type of Foundation Model
Dionis Barcari
David Gamez
Aliya Grig
ALM
18
0
0
31 Jul 2024
NTSEBENCH: Cognitive Reasoning Benchmark for Vision Language Models
NTSEBENCH: Cognitive Reasoning Benchmark for Vision Language Models
Pranshu Pandya
Agney S Talwarr
Vatsal Gupta
Tushar Kataria
Dan Roth
Vivek Gupta
LRM
50
2
0
15 Jul 2024
Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL
Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL
Zijin Hong
Zheng Yuan
Qinggang Zhang
Hao Chen
Junnan Dong
Feiran Huang
Xiao Huang
61
49
0
12 Jun 2024
Lusifer: LLM-based User SImulated Feedback Environment for online Recommender systems
Lusifer: LLM-based User SImulated Feedback Environment for online Recommender systems
Danial Ebrat
Luis Rueda
Luis Rueda
54
1
0
22 May 2024
GPTA: Generative Prompt Tuning Assistant for Synergistic Downstream
  Neural Network Enhancement with LLMs
GPTA: Generative Prompt Tuning Assistant for Synergistic Downstream Neural Network Enhancement with LLMs
Xiao Liu
Jiawei Zhang
22
0
0
29 Mar 2024
Levels of AI Agents: from Rules to Large Language Models
Levels of AI Agents: from Rules to Large Language Models
Yu Huang
AI4CE
ELM
LM&Ro
38
2
0
06 Mar 2024
A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications
A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications
Pranab Sahoo
Ayush Kumar Singh
Sriparna Saha
Vinija Jain
S. Mondal
Aman Chadha
42
253
0
05 Feb 2024
Demystifying Chains, Trees, and Graphs of Thoughts
Demystifying Chains, Trees, and Graphs of Thoughts
Maciej Besta
Florim Memedi
Zhenyu Zhang
Robert Gerstenberger
Guangyuan Piao
...
Aleš Kubíček
H. Niewiadomski
Aidan O'Mahony
Onur Mutlu
Torsten Hoefler
AI4CE
LRM
55
25
0
25 Jan 2024
Sparks of Artificial General Intelligence: Early experiments with GPT-4
Sparks of Artificial General Intelligence: Early experiments with GPT-4
Sébastien Bubeck
Varun Chandrasekaran
Ronen Eldan
J. Gehrke
Eric Horvitz
...
Scott M. Lundberg
Harsha Nori
Hamid Palangi
Marco Tulio Ribeiro
Yi Zhang
ELM
AI4MH
AI4CE
ALM
203
2,232
0
22 Mar 2023
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of
  Chain-of-Thought
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought
Abulhair Saparov
He He
ELM
LRM
ReLM
116
270
0
03 Oct 2022
Large Language Models are Zero-Shot Reasoners
Large Language Models are Zero-Shot Reasoners
Takeshi Kojima
S. Gu
Machel Reid
Yutaka Matsuo
Yusuke Iwasawa
ReLM
LRM
291
2,712
0
24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models
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
297
3,163
0
21 Mar 2022
Training language models to follow instructions with human feedback
Training language models to follow instructions with human feedback
Long Ouyang
Jeff Wu
Xu Jiang
Diogo Almeida
Carroll L. Wainwright
...
Amanda Askell
Peter Welinder
Paul Christiano
Jan Leike
Ryan J. Lowe
OSLM
ALM
301
11,730
0
04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
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
315
8,261
0
28 Jan 2022
Fantastically Ordered Prompts and Where to Find Them: Overcoming
  Few-Shot Prompt Order Sensitivity
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity
Yao Lu
Max Bartolo
Alastair Moore
Sebastian Riedel
Pontus Stenetorp
AILaw
LRM
274
1,114
0
18 Apr 2021
1