Coverage-based Example Selection for In-Context Learning

24 May 2023

Papers citing "Coverage-based Example Selection for In-Context Learning"

37 / 37 papers shown

Title
Incomplete In-context Learning Wenqiang Wang Yangshijie Zhang 39 0 0 12 May 2025
Understanding and Improving Information Preservation in Prompt Compression for LLMs Weronika Łajewska Momchil Hardalov Laura Aina Neha Anna John Hang Su Lluís Marquez 65 0 0 24 Mar 2025
"Whose Side Are You On?" Estimating Ideology of Political and News Content Using Large Language Models and Few-shot Demonstration Selection Muhammad Haroon Magdalena Wojcieszak Anshuman Chhabra 48 0 0 23 Mar 2025
Learning to Substitute Components for Compositional Generalization ZeLin Li Gangwei Jiang Chenwang Wu Ying Wei Defu Lian Enhong Chen 62 0 0 28 Feb 2025
OptiSeq: Ordering Examples On-The-Fly for In-Context Learning R. Bhope Praveen Venkateswaran K. R. Jayaram Vatche Isahagian Vinod Muthusamy N. Venkatasubramanian 57 0 0 20 Feb 2025
Evolutionary Pre-Prompt Optimization for Mathematical Reasoning Mathurin Videau Alessandro Leite Marc Schoenauer O. Teytaud ReLM LRM 79 0 0 05 Dec 2024
GraphIC: A Graph-Based In-Context Example Retrieval Model for Multi-Step Reasoning Jiale Fu Yaqing Wang Simeng Han Jiaming Fan Chen Si 30 1 0 03 Oct 2024
Speechworthy Instruction-tuned Language Models Hyundong Justin Cho Nicolaas Jedema Leonardo F. R. Ribeiro Karishma Sharma Pedro Szekely Alessandro Moschitti Ruben Janssen Jonathan May ALM 44 1 0 23 Sep 2024
What Is Wrong with My Model? Identifying Systematic Problems with Semantic Data Slicing Chenyang Yang Yining Hong Grace A. Lewis Tongshuang Wu Christian Kastner 38 1 0 14 Sep 2024
In-Context Learning with Reinforcement Learning for Incomplete Utterance Rewriting Haowei Du Dongyan Zhao RALM 34 0 0 23 Aug 2024
SCOI: Syntax-augmented Coverage-based In-context Example Selection for Machine Translation Chenming Tang Zhixiang Wang Yunfang Wu 19 1 0 09 Aug 2024
Effective Demonstration Annotation for In-Context Learning via Language Model-Based Determinantal Point Process Peng Wang Xiaobin Wang Chao Lou Shengyu Mao Pengjun Xie Yong-jia Jiang 52 0 0 04 Aug 2024
From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning Nan Xu Fei Wang Sheng Zhang Hoifung Poon Muhao Chen 34 6 0 01 Jul 2024
Task Facet Learning: A Structured Approach to Prompt Optimization Gurusha Juneja Nagarajan Natarajan Hua Li Hua Li Jian Jiao Amit Sharma 53 7 0 15 Jun 2024
On the Noise Robustness of In-Context Learning for Text Generation Hongfu Gao Feipeng Zhang Wenyu Jiang Jun Shu Feng Zheng Hongxin Wei 58 3 0 27 May 2024
Learning to Reason via Program Generation, Emulation, and Search Nathaniel Weir Muhammad Khalifa Linlu Qiu Orion Weller Peter Clark SyDa ReLM LRM 90 5 0 25 May 2024
Prompt Optimization with EASE? Efficient Ordering-aware Automated Selection of Exemplars Zhaoxuan Wu Xiaoqiang Lin Zhongxiang Dai Wenyang Hu Yao Shu See-Kiong Ng P. Jaillet Bryan Kian Hsiang Low 38 9 0 25 May 2024
Effective In-Context Example Selection through Data Compression ZhongXiang Sun Kepu Zhang Haoyu Wang Xiao Zhang Jun Xu 31 2 0 19 May 2024
In-Context Learning with Long-Context Models: An In-Depth Exploration Amanda Bertsch Maor Ivgi Uri Alon Jonathan Berant Matthew R. Gormley Matthew R. Gormley Graham Neubig ReLM AIMat 93 64 0 30 Apr 2024
Retrieving Examples from Memory for Retrieval Augmented Neural Machine Translation: A Systematic Comparison Maxime Bouthors Josep Crego François Yvon RALM 27 3 0 03 Apr 2024
Ungrammatical-syntax-based In-context Example Selection for Grammatical Error Correction Chenming Tang Fanyi Qu Yunfang Wu 31 1 0 28 Mar 2024
From Instructions to Constraints: Language Model Alignment with Automatic Constraint Verification Fei Wang Chao Shang Sarthak Jain Shuai Wang Qiang Ning Bonan Min Vittorio Castelli Yassine Benajiba Dan Roth ALM 22 7 0 10 Mar 2024
Concept-aware Data Construction Improves In-context Learning of Language Models Michal Štefánik Marek Kadlcík Petr Sojka 54 0 0 08 Mar 2024
Latent Skill Discovery for Chain-of-Thought Reasoning Zifan Xu Haozhu Wang Dmitriy Bespalov Peter Stone Yanjun Qi ReLM LRM 56 2 0 07 Dec 2023
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 39 2 0 16 Nov 2023
GistScore: Learning Better Representations for In-Context Example Selection with Gist Bottlenecks Shivanshu Gupta Clemens Rosenbaum Ethan R. Elenberg LRM 37 6 0 16 Nov 2023
Leveraging Code to Improve In-context Learning for Semantic Parsing Ben Bogin Shivanshu Gupta Peter Clark Ashish Sabharwal 26 7 0 16 Nov 2023
PEARL: Personalizing Large Language Model Writing Assistants with Generation-Calibrated Retrievers Sheshera Mysore Zhuoran Lu Mengting Wan Longqi Yang Steve Menezes Tina Baghaee Emmanuel Barajas Gonzalez Jennifer Neville Tara Safavi RALM 29 35 0 15 Nov 2023
Using Natural Language Explanations to Improve Robustness of In-context Learning Xuanli He Yuxiang Wu Oana-Maria Camburu Pasquale Minervini Pontus Stenetorp AAML 31 1 0 13 Nov 2023
Compositional Semantic Parsing with Large Language Models Andrew Drozdov Nathanael Scharli Ekin Akyuurek Nathan Scales Xinying Song Xinyun Chen Olivier Bousquet Denny Zhou ReLM LRM 200 92 0 29 Sep 2022
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 279 1,124 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 1,312 0 17 Jan 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 276 1,996 0 31 Dec 2020
Task-Oriented Dialogue as Dataflow Synthesis Semantic Machines Jacob Andreas J. Bufe David Burkett Charles C. Chen ... Izabela Witoszko Jason Wolfe A. Wray Yuchen Zhang Alexander Zotov AIFin 195 153 0 24 Sep 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,589 0 21 Jan 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,959 0 20 Apr 2018
Determinantal point processes for machine learning Alex Kulesza B. Taskar 162 1,123 0 25 Jul 2012