More Samples or More Prompts? Exploring Effective In-Context Sampling
for LLM Few-Shot Prompt Engineering

More Samples or More Prompts? Exploring Effective In-Context Sampling for LLM Few-Shot Prompt Engineering

16 November 2023

Bingsheng Yao

Guiming Hardy Chen

Shao Zhang

James A. Hendler

Papers citing "More Samples or More Prompts? Exploring Effective In-Context Sampling for LLM Few-Shot Prompt Engineering"

12 / 12 papers shown

Title
Understanding and Improving Information Preservation in Prompt Compression for LLMs Weronika Łajewska Momchil Hardalov Laura Aina Neha Anna John Hang Su Lluís Marquez 54 0 0 24 Mar 2025
Generative Artificial Intelligence: Evolving Technology, Growing Societal Impact, and Opportunities for Information Systems Research Veda C. Storey Wei Thoo Yue J. Leon Zhao Roman Lukyanenko 38 0 0 25 Feb 2025
Incorporating Metabolic Information into LLMs for Anomaly Detection in Clinical Time-Series Maxx Richard Rahman Ruoxuan Liu Wolfgang Maass 24 1 0 02 Oct 2024
BeHonest: Benchmarking Honesty in Large Language Models Steffi Chern Zhulin Hu Yuqing Yang Ethan Chern Yuan Guo Jiahe Jin Binjie Wang Pengfei Liu HILM ALM 72 3 0 19 Jun 2024
Automate Knowledge Concept Tagging on Math Questions with LLMs Hang Li Tianlong Xu Jiliang Tang Qingsong Wen 24 3 0 26 Mar 2024
On Task Performance and Model Calibration with Supervised and Self-Ensembled In-Context Learning Chengzu Li Han Zhou Goran Glavavs Anna Korhonen Ivan Vulić 11 11 0 21 Dec 2023
Human Still Wins over LLM: An Empirical Study of Active Learning on Domain-Specific Annotation Tasks Yuxuan Lu Bingsheng Yao Shao Zhang Yun Wang Peng Zhang T. Lu Toby Jia-Jun Li Dakuo Wang ALM 21 16 0 16 Nov 2023
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
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 203 1,651 0 15 Oct 2021
ContractNLI: A Dataset for Document-level Natural Language Inference for Contracts Yuta Koreeda Christopher D. Manning AILaw 84 96 0 05 Oct 2021
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
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 249 618 0 04 Dec 2018