Compositional Exemplars for In-context Learning

11 February 2023

Jiacheng Ye

Zhiyong Wu

Jiangtao Feng

Tao Yu

Lingpeng Kong

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Papers citing "Compositional Exemplars for In-context Learning"

24 / 24 papers shown

Title
Exploring the Role of Diversity in Example Selection for In-Context Learning Janak Kapuriya Manit Kaushik Debasis Ganguly S. Bhatia 15 0 0 03 May 2025
MateICL: Mitigating Attention Dispersion in Large-Scale In-Context Learning Murtadha Ahmed Wenbo Liu yunfeng 39 0 0 02 May 2025
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang C. L. P. Chen Anirudh Dagar Wenming Ye LRM 68 38 0 31 Dec 2024
DAWN-ICL: Strategic Planning of Problem-solving Trajectories for Zero-Shot In-Context Learning Xinyu Tang Xiaolei Wang Wayne Xin Zhao Ji-Rong Wen 43 3 0 26 Oct 2024
Beyond Autoregression: Discrete Diffusion for Complex Reasoning and Planning Jiacheng Ye Jiahui Gao Shansan Gong Lin Zheng Xin Jiang Z. Li Lingpeng Kong DiffM LRM 42 15 0 18 Oct 2024
GraphIC: A Graph-Based In-Context Example Retrieval Model for Multi-Step Reasoning Jiale Fu Yaqing Wang Simeng Han Jiaming Fan Chen Si 23 1 0 03 Oct 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 32 33 0 23 Sep 2024
Retrieved In-Context Principles from Previous Mistakes Hao-Lun Sun Yong-jia Jiang Bo Wang Yingyan Hou Yan Zhang Pengjun Xie Fei Huang 50 1 0 08 Jul 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li Dawei Yin Tat-Seng Chua Qing Li RALM 3DV 38 181 0 10 May 2024
XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples Peiqin Lin André F. T. Martins Hinrich Schütze RALM 45 2 0 08 May 2024
$Se^2$ : Sequential Example Selection for In-Context Learning Haoyu Liu Jianfeng Liu Shaohan Huang Yuefeng Zhan Hao Sun Weiwei Deng Furu Wei Qi Zhang 25 3 0 21 Feb 2024
Assistive Large Language Model Agents for Socially-Aware Negotiation Dialogues Yuncheng Hua Lizhen Qu Gholamreza Haffari 85 5 0 29 Jan 2024
AlignedCoT: Prompting Large Language Models via Native-Speaking Demonstrations Zhicheng YANG Yinya Huang Jing Xiong Liang Feng Xiaodan Liang Yiwei Wang Jing Tang LRM 18 1 0 22 Nov 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 35 2 0 16 Nov 2023
Active Learning Principles for In-Context Learning with Large Language Models Katerina Margatina Timo Schick Nikolaos Aletras Jane Dwivedi-Yu 20 39 0 23 May 2023
Small Models are Valuable Plug-ins for Large Language Models Canwen Xu Yichong Xu Shuohang Wang Yang Liu Chenguang Zhu Julian McAuley LLMAG 34 44 0 15 May 2023
ProGen: Progressive Zero-shot Dataset Generation via In-context Feedback Jiacheng Ye Jiahui Gao Jiangtao Feng Zhiyong Wu Tao Yu Lingpeng Kong SyDa VLM 71 69 0 22 Oct 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,217 0 21 Mar 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 277 1,114 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 1,311 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 245 1,977 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 182 152 0 24 Sep 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 294 6,943 0 20 Apr 2018
Determinantal point processes for machine learning Alex Kulesza B. Taskar 160 1,123 0 25 Jul 2012