PMPO: Probabilistic Metric Prompt Optimization for Small and Large Language Models

PMPO: Probabilistic Metric Prompt Optimization for Small and Large Language Models

22 May 2025

Papers citing "PMPO: Probabilistic Metric Prompt Optimization for Small and Large Language Models"

15 / 15 papers shown

Title
Self-Supervised Prompt Optimization Jinyu Xiang Jiayi Zhang Zhaoyang Yu Fengwei Teng Jinhao Tu Xinbing Liang Sirui Hong Chenglin Wu Yuyu Luo OffRL LRM 103 11 0 07 Feb 2025
How to Correctly do Semantic Backpropagation on Language-based Agentic Systems Wenyi Wang Hisham A. Alyahya Dylan R. Ashley Oleg Serikov Dmitrii Khizbullin Francesco Faccio Jürgen Schmidhuber 92 5 0 04 Dec 2024
NegativePrompt: Leveraging Psychology for Large Language Models Enhancement via Negative Emotional Stimuli Xu Wang Cheng-rong Li Yi-Ju Chang Jindong Wang Yuan Wu 77 9 0 05 May 2024
Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators Yann Dubois Balázs Galambosi Percy Liang Tatsunori Hashimoto ALM 95 379 0 06 Apr 2024
Aligning and Prompting Everything All at Once for Universal Visual Perception Yunhang Shen Chaoyou Fu Peixian Chen Mengdan Zhang Ke Li Xing Sun Yunsheng Wu Shaohui Lin Rongrong Ji VLM ObjD 92 35 0 04 Dec 2023
TextGuard: Provable Defense against Backdoor Attacks on Text Classification Hengzhi Pei Jinyuan Jia Wenbo Guo Yue Liu Dawn Song SILM 31 12 0 19 Nov 2023
Rephrase and Respond: Let Large Language Models Ask Better Questions for Themselves Yihe Deng Weitong Zhang Zixiang Chen Quanquan Gu LRM 85 81 0 07 Nov 2023
Black-Box Prompt Optimization: Aligning Large Language Models without Model Training Jiale Cheng Xiao Liu Kehan Zheng Pei Ke Hongning Wang Yuxiao Dong Jie Tang Minlie Huang 52 86 0 07 Nov 2023
PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization Xinyuan Wang Chenxi Li Zhen Wang Fan Bai Haotian Luo Jiayou Zhang Nebojsa Jojic Eric P. Xing Zhiting Hu 104 119 0 25 Oct 2023
Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution Chrisantha Fernando Dylan Banarse Henryk Michalewski Simon Osindero Tim Rocktaschel LLMAG ReLM LRM 68 203 0 28 Sep 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 327 4,298 0 09 Jun 2023
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 168 881 0 03 Nov 2022
Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them Mirac Suzgun Nathan Scales Nathanael Scharli Sebastian Gehrmann Yi Tay ... Aakanksha Chowdhery Quoc V. Le Ed H. Chi Denny Zhou Jason W. Wei ALM ELM LRM ReLM 249 1,099 0 17 Oct 2022
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 743 41,894 0 28 May 2020
Program Induction by Rationale Generation : Learning to Solve and Explain Algebraic Word Problems Wang Ling Dani Yogatama Chris Dyer Phil Blunsom AIMat 79 728 0 11 May 2017