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"

37 / 37 papers shown

Title
Exploring the Role of Diversity in Example Selection for In-Context Learning Janak Kapuriya Manit Kaushik Debasis Ganguly S. Bhatia 27 0 0 03 May 2025
MateICL: Mitigating Attention Dispersion in Large-Scale In-Context Learning Murtadha Ahmed Wenbo Liu yunfeng 41 0 0 02 May 2025
Mimic In-Context Learning for Multimodal Tasks Yuchu Jiang Jiale Fu Chenduo Hao Xinting Hu Yingzhe Peng Xin Geng Xu Yang 32 0 0 11 Apr 2025
RIDE: Enhancing Large Language Model Alignment through Restyled In-Context Learning Demonstration Exemplars Yuncheng Hua Lizhen Qu Zhuang Li Hao Xue Flora D. Salim Gholamreza Haffari ALM 132 0 0 17 Feb 2025
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang Chong Chen Anirudh Dagar Wenming Ye LRM 70 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 Zhicheng Dou 53 4 0 26 Oct 2024
Beyond Autoregression: Discrete Diffusion for Complex Reasoning and Planning Jiacheng Ye Jiahui Gao Shansan Gong Lin Zheng Xin Jiang Zhiyu Li Lingpeng Kong DiffM LRM 66 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 30 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 46 35 0 23 Sep 2024
Large Language Models Might Not Care What You Are Saying: Prompt Format Beats Descriptions Chenming Tang Zhixiang Wang Yunfang Wu Yunfang Wu LRM 34 0 0 16 Aug 2024
Retrieved In-Context Principles from Previous Mistakes Hao Sun Yong-jia Jiang Bo Wang Yingyan Hou Yan Zhang Pengjun Xie Fei Huang 63 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 40 191 0 10 May 2024
XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples Peiqin Lin André F. T. Martins Hinrich Schütze RALM 50 2 0 08 May 2024
Training-Free Long-Context Scaling of Large Language Models Chen An Fei Huang Jun Zhang Shansan Gong Xipeng Qiu Chang Zhou Lingpeng Kong ALM LRM 40 35 0 27 Feb 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 33 3 0 21 Feb 2024
Assistive Large Language Model Agents for Socially-Aware Negotiation Dialogues Yuncheng Hua Lizhen Qu Gholamreza Haffari 102 6 0 29 Jan 2024
In-context Learning with Retrieved Demonstrations for Language Models: A Survey an Luo Xin Xu Yue Liu Panupong Pasupat Mehran Kazemi RALM 34 55 0 21 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 31 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 39 2 0 16 Nov 2023
SEER : A Knapsack approach to Exemplar Selection for In-Context HybridQA Jonathan Tonglet Manon Reusens Philipp Borchert Bart Baesens 44 5 0 10 Oct 2023
Sensitivity, Performance, Robustness: Deconstructing the Effect of Sociodemographic Prompting Tilman Beck Hendrik Schuff Anne Lauscher Iryna Gurevych 43 33 0 13 Sep 2023
Large Language Models as Tax Attorneys: A Case Study in Legal Capabilities Emergence John J. Nay David Karamardian Sarah Lawsky Wenting Tao Meghana Moorthy Bhat Raghav Jain Aaron Travis Lee Jonathan H. Choi Jungo Kasai ELM AILaw 24 57 0 12 Jun 2023
Coverage-based Example Selection for In-Context Learning Shivanshu Gupta Matt Gardner Sameer Singh 31 40 0 24 May 2023
Active Learning Principles for In-Context Learning with Large Language Models Katerina Margatina Timo Schick Nikolaos Aletras Jane Dwivedi-Yu 32 39 0 23 May 2023
Label Words are Anchors: An Information Flow Perspective for Understanding In-Context Learning Lean Wang Lei Li Damai Dai Deli Chen Hao Zhou Fandong Meng Jie Zhou Xu Sun 42 173 0 23 May 2023
Dr.ICL: Demonstration-Retrieved In-context Learning Man Luo Xin Xu Zhuyun Dai Panupong Pasupat Mehran Kazemi Chitta Baral Vaiva Imbrasaite Vincent Zhao RALM 26 48 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 44 45 0 15 May 2023
MoT: Memory-of-Thought Enables ChatGPT to Self-Improve Xiaonan Li Xipeng Qiu ReLM KELM LRM AI4MH 26 32 0 09 May 2023
Finding Support Examples for In-Context Learning Xiaonan Li Xipeng Qiu 24 88 0 27 Feb 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 78 72 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 314 3,273 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 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 282 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
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 299 6,984 0 20 Apr 2018
Determinantal point processes for machine learning Alex Kulesza B. Taskar 173 1,123 0 25 Jul 2012