Which Examples to Annotate for In-Context Learning? Towards Effective and Efficient Selection

30 October 2023

Costas Mavromatis

Balasubramaniam Srinivasan

George Karypis

Papers citing "Which Examples to Annotate for In-Context Learning? Towards Effective and Efficient Selection"

26 / 26 papers shown

Title
Incomplete In-context Learning Wenqiang Wang Yangshijie Zhang 19 0 0 12 May 2025
Enhancing Multimodal In-Context Learning for Image Classification through Coreset Optimization Huiyi Chen Jiawei Peng Kaihua Tang Xin Geng Xu Yang 22 0 0 19 Apr 2025
Hide and Seek in Noise Labels: Noise-Robust Collaborative Active Learning with LLM-Powered Assistance Bo Yuan Yulin Chen Yin Zhang Wei Jiang NoLa 30 5 0 03 Apr 2025
Implicit In-Context Learning: Evidence from Artificial Language Experiments Xiaomeng Ma Qihui Xu ReLM 48 0 0 31 Mar 2025
When Debate Fails: Bias Reinforcement in Large Language Models Jihwan Oh Minchan Jeong Jongwoo Ko Se-Young Yun LLMAG AI4CE 49 0 0 21 Mar 2025
MMRAG: Multi-Mode Retrieval-Augmented Generation with Large Language Models for Biomedical In-Context Learning Zaifu Zhan J. Wang Shuang Zhou Jiawen Deng Rui Zhang 34 4 0 21 Feb 2025
The Power of Adaptation: Boosting In-Context Learning through Adaptive Prompting Shuzhang Cai Twumasi Mensah-Boateng Xander Kuksov Jing Yuan Shaojie Tang 31 0 0 23 Dec 2024
Revisiting In-Context Learning with Long Context Language Models Jinheon Baek Sun Jae Lee Prakhar Gupta Geunseob Oh Siddharth Dalmia 84 0 0 22 Dec 2024
Efficient In-Context Medical Segmentation with Meta-driven Visual Prompt Selection Chenwei Wu David Restrepo Zitao Shuai Zhongming Liu Liyue Shen VLM 27 1 0 15 Jul 2024
On the Noise Robustness of In-Context Learning for Text Generation Hongfu Gao Feipeng Zhang Wenyu Jiang Jun Shu Feng Zheng Hongxin Wei 48 1 0 27 May 2024
PICLe: Eliciting Diverse Behaviors from Large Language Models with Persona In-Context Learning Hyeong Kyu Choi Yixuan Li 59 17 0 03 May 2024
Bayesian Example Selection Improves In-Context Learning for Speech, Text, and Visual Modalities Siyin Wang Chao-Han Huck Yang Ji Wu Chao Zhang BDL 32 4 0 23 Apr 2024
Pack of LLMs: Model Fusion at Test-Time via Perplexity Optimization Costas Mavromatis Petros Karypis George Karypis MoMe 18 23 0 17 Apr 2024
Automate Knowledge Concept Tagging on Math Questions with LLMs Hang Li Tianlong Xu Jiliang Tang Qingsong Wen 26 3 0 26 Mar 2024
On Sensitivity of Learning with Limited Labelled Data to the Effects of Randomness: Impact of Interactions and Systematic Choices Branislav Pecher Ivan Srba M. Bieliková 42 3 0 20 Feb 2024
Automatic Combination of Sample Selection Strategies for Few-Shot Learning Branislav Pecher Ivan Srba M. Bieliková Joaquin Vanschoren 23 1 0 05 Feb 2024
Misconfidence-based Demonstration Selection for LLM In-Context Learning Shangqing Xu Chao Zhang 68 15 0 12 Jan 2024
Take One Step at a Time to Know Incremental Utility of Demonstration: An Analysis on Reranking for Few-Shot In-Context Learning Kazuma Hashimoto K. Raman Michael Bendersky 27 2 0 16 Nov 2023
$k$ NN Prompting: Beyond-Context Learning with Calibration-Free Nearest Neighbor Inference Benfeng Xu Quan Wang Zhendong Mao Yajuan Lyu Qiaoqiao She Yongdong Zhang 83 52 0 24 Mar 2023
A Survey on In-context Learning Qingxiu Dong Lei Li Damai Dai Ce Zheng Jingyuan Ma ... Zhiyong Wu Baobao Chang Xu Sun Lei Li Zhifang Sui ReLM AIMat 20 443 0 31 Dec 2022
On the Relation between Sensitivity and Accuracy in In-context Learning Yanda Chen Chen Zhao Zhou Yu Kathleen McKeown He He 178 77 0 16 Sep 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 315 8,261 0 28 Jan 2022
Meta-learning via Language Model In-context Tuning Yanda Chen Ruiqi Zhong Sheng Zha George Karypis He He 210 155 0 15 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
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 275 1,296 0 17 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 238 1,898 0 31 Dec 2020