PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization

25 October 2023

Papers citing "PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization"

50 / 85 papers shown

Title
OMAC: A Broad Optimization Framework for LLM-Based Multi-Agent Collaboration Shijun Li Hilaf Hasson Joydeep Ghosh LLMAG 2 0 0 17 May 2025
ProxyPrompt: Securing System Prompts against Prompt Extraction Attacks Zhixiong Zhuang Maria-Irina Nicolae Hui-Po Wang Mario Fritz AAML SILM 31 0 0 16 May 2025
Rethinking Prompt Optimizers: From Prompt Merits to Optimization Zixiao Zhu Hanzhang Zhou Zijian Feng Tianjiao Li Chua Jia Jim Deryl Mak Lee Onn Gee Wah Ng Kezhi Mao LRM 31 0 0 15 May 2025
System Prompt Optimization with Meta-Learning Yumin Choi Jinheon Baek Sung Ju Hwang LLMAG 52 0 0 14 May 2025
A Survey of Large Language Model Agents for Question Answering Murong Yue LLMAG LM&MA ELM 62 2 0 24 Mar 2025
MARS: A Multi-Agent Framework Incorporating Socratic Guidance for Automated Prompt Optimization Jian Zhang Zihan Wang Haiping Zhu Jun Liu Qika Lin Min Zhang LLMAG 81 1 0 21 Mar 2025
PLAY2PROMPT: Zero-shot Tool Instruction Optimization for LLM Agents via Tool Play Wei Fang Yang Zhang Kaizhi Qian James R. Glass Yada Zhu LLMAG 73 0 0 18 Mar 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 58 0 0 17 Mar 2025
Bandit-Based Prompt Design Strategy Selection Improves Prompt Optimizers Rin Ashizawa Yoichi Hirose Nozomu Yoshinari Kento Uchida Shinichi Shirakawa 63 0 0 03 Mar 2025
Automatic Prompt Optimization via Heuristic Search: A Survey Wendi Cui Jiaxin Zhang Zechao Li Hao Sun Damien Lopez Kamalika Das Bradley Malin Sricharan Kumar 34 1 0 26 Feb 2025
PlanGEN: A Multi-Agent Framework for Generating Planning and Reasoning Trajectories for Complex Problem Solving Mihir Parmar Xin Liu Palash Goyal Yanfei Chen L. Le ... Hootan Nakhost Chitta Baral Chen-Yu Lee Tomas Pfister Hamid Palangi 44 1 0 22 Feb 2025
Text2World: Benchmarking Large Language Models for Symbolic World Model Generation Mengkang Hu Tianxing Chen Yude Zou Yuheng Lei Qiguang Chen Ming Li Yao Mu H. Zhang Wenqi Shao Ping Luo LLMAG 46 0 0 18 Feb 2025
Planning of Heuristics: Strategic Planning on Large Language Models with Monte Carlo Tree Search for Automating Heuristic Optimization Chaoxu Mu Xufeng Zhang Hui Wang 41 0 0 17 Feb 2025
RePrompt: Planning by Automatic Prompt Engineering for Large Language Models Agents Weizhe Chen Sven Koenig B. Dilkina LLMAG 110 8 0 17 Feb 2025
Self-Supervised Prompt Optimization Jinyu Xiang Jiayi Zhang Zhaoyang Yu Fengwei Teng Jinhao Tu Xinbing Liang Sirui Hong Chenglin Wu Yuyu Luo OffRL LRM 74 7 0 07 Feb 2025
Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization Yuanye Liu Jiahang Xu Li Zhang Qi Chen Xuan Feng Yang Chen Zhongxin Guo Yuqing Yang Cheng Peng 84 2 0 06 Feb 2025
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models Ran Xu Hejie Cui Yue Yu Xuan Kan Wenqi Shi Yuchen Zhuang Wei Jin Joyce C. Ho Carl Yang 69 14 0 28 Jan 2025
CUE-M: Contextual Understanding and Enhanced Search with Multimodal Large Language Model Dongyoung Go Taesun Whang Chanhee Lee Hwayeon Kim Sunghoon Park Seunghwan Ji Dongchan Kim Young-Bum Kim Young-Bum Kim LRM 189 1 0 19 Nov 2024
Dynamic Rewarding with Prompt Optimization Enables Tuning-free Self-Alignment of Language Models Somanshu Singla Zhen Wang Tianyang Liu Abdullah Ashfaq Zhiting Hu Eric P. Xing 30 0 0 13 Nov 2024
Cooperative Strategic Planning Enhances Reasoning Capabilities in Large Language Models Danqing Wang Zhuorui Ye Fei Fang Lei Li LLMAG LRM 26 0 0 25 Oct 2024
AMPO: Automatic Multi-Branched Prompt Optimization Sheng Yang Yurong Wu Yan Gao Zineng Zhou Bin Benjamin Zhu ... Anbang Hu Yuan Fang Yunsong Li Junyan Chen Linjun Yang LLMAG 133 3 0 11 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 43 3 0 11 Oct 2024
StablePrompt: Automatic Prompt Tuning using Reinforcement Learning for Large Language Models Minchan Kwon Gaeun Kim Jongsuk Kim Haeil Lee Junmo Kim OffRL LRM LLMAG 26 2 0 10 Oct 2024
DOTS: Learning to Reason Dynamically in LLMs via Optimal Reasoning Trajectories Search Murong Yue Wenlin Yao Haitao Mi Dian Yu Ziyu Yao Dong Yu LRM 48 4 0 04 Oct 2024
AIME: AI System Optimization via Multiple LLM Evaluators Bhrij Patel Souradip Chakraborty Wesley A Suttle Mengdi Wang Amrit Singh Bedi Dinesh Manocha 29 8 0 04 Oct 2024
Steering Large Language Models between Code Execution and Textual Reasoning Yongchao Chen Harsh Jhamtani Srinagesh Sharma Chuchu Fan Chi Wang LLMAG LRM 38 6 0 04 Oct 2024
CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text Generation Han He Qianchu Liu Lei Xu Chaitanya P. Shivade Yi Zhang S. Srinivasan Katrin Kirchhoff 26 1 0 03 Oct 2024
Learning from Contrastive Prompts: Automated Optimization and Adaptation Mingqi Li Karan Aggarwal Yong Xie Aitzaz Ahmad Stephen Lau 38 2 0 23 Sep 2024
Minstrel: Structural Prompt Generation with Multi-Agents Coordination for Non-AI Experts Ming Wang Yuanzhong Liu Xiaoyu Liang Yijie Huang Daling Wang ... Sijia Shen Shi Feng Xiaoming Zhang Chaofeng Guan Yifei Zhang 25 1 0 20 Sep 2024
Watch Your Steps: Observable and Modular Chains of Thought Cassandra A. Cohen William W. Cohen LRM 33 1 0 17 Sep 2024
Prompt Obfuscation for Large Language Models David Pape Thorsten Eisenhofer Thorsten Eisenhofer Lea Schönherr AAML 38 2 0 17 Sep 2024
Can we only use guideline instead of shot in prompt? Jiaxiang Chen Song Wang Zhucong Li Wayne Xiong Lizhen Qu Zenglin Xu Yuan Qi 23 0 0 03 Sep 2024
WebPilot: A Versatile and Autonomous Multi-Agent System for Web Task Execution with Strategic Exploration Yao Zhang Zijian Ma Yunpu Ma Zhen Han Yu Wu Volker Tresp LLMAG 45 22 0 28 Aug 2024
QPO: Query-dependent Prompt Optimization via Multi-Loop Offline Reinforcement Learning Yilun Kong Hangyu Mao Qi Zhao Bin Zhang Jingqing Ruan Li Shen Yongzhe Chang Xueqian Wang Rui Zhao Dacheng Tao OffRL 39 1 0 20 Aug 2024
Putting People in LLMs' Shoes: Generating Better Answers via Question Rewriter Junhao Chen Bowen Wang Zhouqiang Jiang Yuta Nakashima 48 1 0 20 Aug 2024
Concept Distillation from Strong to Weak Models via Hypotheses-to-Theories Prompting Emmanuel Aboah Boateng Cassiano O. Becker Nabiha Asghar Kabir Walia Ashwin Srinivasan Ehi Nosakhare Victor Dibia Soundar Srinivasan LRM 31 0 0 18 Aug 2024
AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation Mengkang Hu Yixiao Wang Can Xu Lingfeng Sun Chensheng Peng T. Hannagan Nicola Poerio Saravan Rajmohan LM&Ro LLMAG 69 15 0 01 Aug 2024
Understanding the Importance of Evolutionary Search in Automated Heuristic Design with Large Language Models Rui Zhang Fei Liu Xi Lin Zhenkun Wang Zhichao Lu Qingfu Zhang 31 7 0 15 Jul 2024
PEER: Expertizing Domain-Specific Tasks with a Multi-Agent Framework and Tuning Methods Yiying Wang Xiaojing Li Binzhu Wang Yueyang Zhou Yingru Lin ... Fei Yu Zewei Zhao Song Jin Renji Gong Wanqing Xu 27 1 0 09 Jul 2024
Meta-prompting Optimized Retrieval-augmented Generation João Rodrigues António Branco RALM 41 0 0 04 Jul 2024
Large Language Models are Interpretable Learners Ruochen Wang Si Si Felix X. Yu Dorothea Wiesmann Cho-Jui Hsieh Inderjit Dhillon 24 3 0 25 Jun 2024
On the Transformations across Reward Model, Parameter Update, and In-Context Prompt Deng Cai Huayang Li Tingchen Fu Siheng Li Weiwen Xu ... Leyang Cui Yan Wang Lemao Liu Taro Watanabe Shuming Shi KELM 30 2 0 24 Jun 2024
Trace is the New AutoDiff -- Unlocking Efficient Optimization of Computational Workflows Ching-An Cheng Allen Nie Adith Swaminathan AI4CE 39 1 0 23 Jun 2024
Dual-Phase Accelerated Prompt Optimization Muchen Yang Moxin Li Yongle Li Zijun Chen Chongming Gao Junqi Zhang Yangyang Li Fuli Feng 32 0 0 19 Jun 2024
Fairer Preferences Elicit Improved Human-Aligned Large Language Model Judgments Han Zhou Xingchen Wan Yinhong Liu Nigel Collier Ivan Vulić Anna Korhonen ALM 44 9 0 17 Jun 2024
Multi-Agent Software Development through Cross-Team Collaboration Zhuoyun Du Chen Qian Wei Liu Zihao Xie Yifei Wang Yufan Dang Weize Chen Cheng Yang LLMAG 46 19 0 13 Jun 2024
Raccoon: Prompt Extraction Benchmark of LLM-Integrated Applications Junlin Wang Tianyi Yang Roy Xie Bhuwan Dhingra SILM AAML 36 4 0 10 Jun 2024
NATURAL PLAN: Benchmarking LLMs on Natural Language Planning Huaixiu Steven Zheng Swaroop Mishra Hugh Zhang Xinyun Chen Minmin Chen ... Le Hou Heng-Tze Cheng Quoc V. Le Ed H. Chi Denny Zhou 56 44 0 06 Jun 2024
Towards Hierarchical Multi-Agent Workflows for Zero-Shot Prompt Optimization Yuchi Liu Jaskirat Singh Gaowen Liu Ali Payani Liang Zheng LLMAG 82 4 0 30 May 2024
Prompt Optimization with Human Feedback Xiaoqiang Lin Zhongxiang Dai Arun Verma See-Kiong Ng Patrick Jaillet K. H. Low AAML 36 8 0 27 May 2024