Task Facet Learning: A Structured Approach to Prompt Optimization

15 June 2024

Papers citing "Task Facet Learning: A Structured Approach to Prompt Optimization"

33 / 33 papers shown

Title
Effective In-Context Example Selection through Data Compression Zhongxiang Sun Kepu Zhang Haoyu Wang Xiao Zhang Jun Xu 75 2 0 19 May 2024
NICE: To Optimize In-Context Examples or Not? Pragya Srivastava Satvik Golechha Amit Deshpande Amit Sharma 51 6 0 09 Feb 2024
Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine Harsha Nori Yin Tat Lee Sheng Zhang Dean Carignan Richard Edgar ... Hoifung Poon Tao Qin Naoto Usuyama Chris White Eric Horvitz LM&MA AI4MH MedIm ELM 61 303 0 28 Nov 2023
Automatic Engineering of Long Prompts Cho-Jui Hsieh Si Si Felix X. Yu Inderjit S. Dhillon VLM 41 8 0 16 Nov 2023
Evoke: Evoking Critical Thinking Abilities in LLMs via Reviewer-Author Prompt Editing Xinyu Hu Pengfei Tang Simiao Zuo Zihan Wang Bowen Song Qiang Lou Jian Jiao Denis Xavier Charles LRM 58 8 0 20 Oct 2023
Auto-Instruct: Automatic Instruction Generation and Ranking for Black-Box Language Models Zhihan Zhang Shuohang Wang Wenhao Yu Yichong Xu Dan Iter Qingkai Zeng Yang Liu Chenguang Zhu Meng Jiang SyDa ALM 40 24 0 19 Oct 2023
Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits Coupled with Transformers Xiaoqiang Lin Zhaoxuan Wu Zhongxiang Dai Wenyang Hu Yao Shu See-Kiong Ng Patrick Jaillet Bryan Kian Hsiang Low 54 10 0 02 Oct 2023
Large Language Models as Optimizers Chengrun Yang Xuezhi Wang Yifeng Lu Hanxiao Liu Quoc V. Le Denny Zhou Xinyun Chen ODL 53 395 0 07 Sep 2023
PREFER: Prompt Ensemble Learning via Feedback-Reflect-Refine Chenrui Zhang Lina Liu Jinpeng Wang Chuyuan Wang Xiaodi Sun Hongyu Wang Mingchen Cai LLMAG 59 24 0 23 Aug 2023
Coverage-based Example Selection for In-Context Learning Shivanshu Gupta Matt Gardner Sameer Singh 68 46 0 24 May 2023
Automatic Prompt Optimization with "Gradient Descent" and Beam Search Reid Pryzant Dan Iter Jerry Li Y. Lee Chenguang Zhu Michael Zeng 45 321 0 04 May 2023
Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning? Chengwei Qin Q. Li Ruochen Zhao Shafiq Joty VLM LRM 39 15 0 16 Feb 2023
On Robustness of Prompt-based Semantic Parsing with Large Pre-trained Language Model: An Empirical Study on Codex Terry Yue Zhuo Zhuang Li Yujin Huang Fatemeh Shiri Weiqing Wang Gholamreza Haffari Yuan-Fang Li AAML 60 54 0 30 Jan 2023
Self-Adaptive In-Context Learning: An Information Compression Perspective for In-Context Example Selection and Ordering Zhiyong Wu Yaoxiang Wang Jiacheng Ye Lingpeng Kong 46 128 0 20 Dec 2022
TextGrad: Advancing Robustness Evaluation in NLP by Gradient-Driven Optimization Bairu Hou Jinghan Jia Yihua Zhang Guanhua Zhang Yang Zhang Sijia Liu Shiyu Chang SILM AAML 37 21 0 19 Dec 2022
TEMPERA: Test-Time Prompting via Reinforcement Learning Tianjun Zhang Xuezhi Wang Denny Zhou Dale Schuurmans Joseph E. Gonzalez VLM 38 37 0 21 Nov 2022
Active Example Selection for In-Context Learning Yiming Zhang Shi Feng Chenhao Tan SILM LRM 53 191 0 08 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 80 860 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 140 1,068 0 17 Oct 2022
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning Mingkai Deng Jianyu Wang Cheng-Ping Hsieh Yihan Wang Han Guo Tianmin Shu Meng Song Eric Xing Zhiting Hu 58 330 0 25 May 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 398 4,077 0 24 May 2022
Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? Sewon Min Xinxi Lyu Ari Holtzman Mikel Artetxe M. Lewis Hannaneh Hajishirzi Luke Zettlemoyer LLMAG LRM 101 1,438 0 25 Feb 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 525 9,009 0 28 Jan 2022
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 174 4,175 0 27 Oct 2021
Program Synthesis with Large Language Models Jacob Austin Augustus Odena Maxwell Nye Maarten Bosma Henryk Michalewski ... Ellen Jiang Carrie J. Cai Michael Terry Quoc V. Le Charles Sutton ELM AIMat ReCod ALM 72 1,846 0 16 Aug 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 155 3,906 0 28 Jul 2021
Evaluating Large Language Models Trained on Code Mark Chen Jerry Tworek Heewoo Jun Qiming Yuan Henrique Pondé ... Bob McGrew Dario Amodei Sam McCandlish Ilya Sutskever Wojciech Zaremba ELM ALM 132 5,328 0 07 Jul 2021
What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams Di Jin Eileen Pan Nassim Oufattole W. Weng Hanyi Fang Peter Szolovits FaML ELM LM&MA 54 749 0 28 Sep 2020
ETHOS: an Online Hate Speech Detection Dataset Ioannis Mollas Zoe Chrysopoulou Stamatis Karlos Grigorios Tsoumakas 20 114 0 11 Jun 2020
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 383 41,106 0 28 May 2020
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge Peter Clark Isaac Cowhey Oren Etzioni Tushar Khot Ashish Sabharwal Carissa Schoenick Oyvind Tafjord ELM RALM LRM 52 2,474 0 14 Mar 2018
Crowdsourcing Multiple Choice Science Questions Johannes Welbl Nelson F. Liu Matt Gardner AI4Ed 36 486 0 19 Jul 2017
Global optimization of Lipschitz functions C. Malherbe Nicolas Vayatis 22 118 0 07 Mar 2017