Unleashing the Potential of Large Language Models as Prompt Optimizers: Analogical Analysis with Gradient-based Model Optimizers

Unleashing the Potential of Large Language Models as Prompt Optimizers: Analogical Analysis with Gradient-based Model Optimizers

28 January 2025

Papers citing "Unleashing the Potential of Large Language Models as Prompt Optimizers: Analogical Analysis with Gradient-based Model Optimizers"

15 / 15 papers shown

Title
Local Prompt Optimization Yash Jain Vishal Chowdhary 41 0 0 29 Apr 2025
GREATERPROMPT: A Unified, Customizable, and High-Performing Open-Source Toolkit for Prompt Optimization Wenliang Zheng Sarkar Snigdha Sarathi Das Yusen Zhang Rui Zhang 25 0 0 04 Apr 2025
DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective Dengyun Peng Yuhang Zhou Qiguang Chen Jinhao Liu Jingjing Chen L. Qin 50 0 0 17 Mar 2025
Automatic Prompt Optimization via Heuristic Search: A Survey Wendi Cui Jiaxin Zhang Z. Li Hao Sun Damien Lopez Kamalika Das Bradley Malin Sricharan Kumar 32 1 0 26 Feb 2025
RePrompt: Planning by Automatic Prompt Engineering for Large Language Models Agents Weizhe Chen Sven Koenig B. Dilkina LLMAG 91 8 0 17 Feb 2025
TP-Eval: Tap Multimodal LLMs' Potential in Evaluation by Customizing Prompts Yuxuan Xie Tianhua Li Wenqi Shao K. Zhang 15 0 0 23 Oct 2024
StraGo: Harnessing Strategic Guidance for Prompt Optimization Yurong Wu Yan Gao Bin Benjamin Zhu Zineng Zhou Xiaodi Sun Sheng Yang Jian-Guang Lou Zhiming Ding Linjun Yang LLMAG 32 2 0 11 Oct 2024
Enhancing AI-Driven Psychological Consultation: Layered Prompts with Large Language Models Rafael Souza Jia-Hao Lim Alexander Davis LM&MA AI4MH 13 0 0 29 Aug 2024
FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making Yangyang Yu Zhiyuan Yao Haohang Li Zhiyang Deng Yupeng Cao ... Guojun Xiong Yueru He Jimin Huang Dong Li Qianqian Xie AIFin LLMAG 34 13 0 09 Jul 2024
Trace is the New AutoDiff -- Unlocking Efficient Optimization of Computational Workflows Ching-An Cheng Allen Nie Adith Swaminathan AI4CE 21 1 0 23 Jun 2024
Efficient Prompting Methods for Large Language Models: A Survey Kaiyan Chang Songcheng Xu Chenglong Wang Yingfeng Luo Tong Xiao Jingbo Zhu LRM 27 1 0 01 Apr 2024
REAR: A Relevance-Aware Retrieval-Augmented Framework for Open-Domain Question Answering Yuhao Wang Ruiyang Ren Junyi Li Wayne Xin Zhao Jing Liu Ji-Rong Wen RALM 32 8 0 27 Feb 2024
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
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 274 882 0 18 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 275 3,784 0 18 Apr 2021