In-context Example Selection with Influences

21 February 2023

Papers citing "In-context Example Selection with Influences"

39 / 39 papers shown

Title
Monte Carlo Sampling for Analyzing In-Context Examples S. Schoch Yangfeng Ji 42 0 0 27 Mar 2025
Understanding the Generalization of In-Context Learning in Transformers: An Empirical Study Xingxuan Zhang Haoran Wang Jiansheng Li Yuan Xue Shikai Guan Renzhe Xu Hao Zou Han Yu Peng Cui 50 0 0 19 Mar 2025
Add-One-In: Incremental Sample Selection for Large Language Models via a Choice-Based Greedy Paradigm Zehan Li Yuhao Du Xiaoqi Jiao Yiwen Guo Yuege Feng Xiang Wan Anningzhe Gao Jinpeng Hu 68 0 0 04 Mar 2025
Problem-Solving Logic Guided Curriculum In-Context Learning for LLMs Complex Reasoning Xuetao Ma Wenbin Jiang Hua Huang LRM 68 1 0 24 Feb 2025
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang Chong Chen Anirudh Dagar Wenming Ye LRM 70 40 0 31 Dec 2024
DemoShapley: Valuation of Demonstrations for In-Context Learning Shan Xie Man Luo Chadly Daniel Stern Mengnan Du Lu Cheng 39 1 0 10 Oct 2024
Exploring Efficient Foundational Multi-modal Models for Video Summarization Karan Samel Apoorva Beedu Nitish Sontakke Irfan Essa 37 1 0 09 Oct 2024
Permissive Information-Flow Analysis for Large Language Models Shoaib Ahmed Siddiqui Radhika Gaonkar Boris Köpf David M. Krueger Andrew J. Paverd Ahmed Salem Shruti Tople Lukas Wutschitz Menglin Xia Santiago Zanella Béguelin 36 1 0 04 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
ContextCite: Attributing Model Generation to Context Benjamin Cohen-Wang Harshay Shah Kristian Georgiev Aleksander Madry LRM 41 19 0 01 Sep 2024
Compromising Embodied Agents with Contextual Backdoor Attacks Aishan Liu Yuguang Zhou Xianglong Liu Tianyuan Zhang Siyuan Liang ... Tianlin Li Junqi Zhang Wenbo Zhou Qing Guo Dacheng Tao LLMAG AAML 47 8 0 06 Aug 2024
Data Debiasing with Datamodels (D3M): Improving Subgroup Robustness via Data Selection Saachi Jain Kimia Hamidieh Kristian Georgiev Andrew Ilyas Marzyeh Ghassemi Aleksander Madry 45 2 0 24 Jun 2024
Learnable In-Context Vector for Visual Question Answering Yingzhe Peng Chenduo Hao Xu Yang Jiawei Peng Xinting Hu Xin Geng 37 4 0 19 Jun 2024
AI Agents Under Threat: A Survey of Key Security Challenges and Future Pathways Zehang Deng Yongjian Guo Changzhou Han Wanlun Ma Junwu Xiong Sheng Wen Yang Xiang 52 24 0 04 Jun 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 Patrick Jaillet Bryan Kian Hsiang Low 38 9 0 25 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 34 4 0 23 Apr 2024
Addressing Order Sensitivity of In-Context Demonstration Examples in Causal Language Models Yanzheng Xiang Hanqi Yan Lin Gui Yulan He 42 6 0 23 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
On Sensitivity of Learning with Limited Labelled Data to the Effects of Randomness: Impact of Interactions and Systematic Choices Branislav Pecher Ivan Srba Maria Bielikova 69 3 0 20 Feb 2024
In-Context Learning Demonstration Selection via Influence Analysis Vinay M.S. Minh-Hao Van Xintao Wu 37 4 0 19 Feb 2024
In-Context Example Ordering Guided by Label Distributions Zhichao Xu Daniel Cohen Bei Wang Vivek Srikumar 44 7 0 18 Feb 2024
C-ICL: Contrastive In-context Learning for Information Extraction Ying Mo Jiahao Liu Jian Yang Qifan Wang Shun Zhang Jingang Wang Zhoujun Li 66 15 0 17 Feb 2024
NICE: To Optimize In-Context Examples or Not? Pragya Srivastava Satvik Golechha Amit Deshpande Amit Sharma 30 6 0 09 Feb 2024
Automatic Combination of Sample Selection Strategies for Few-Shot Learning Branislav Pecher Ivan Srba Maria Bielikova Joaquin Vanschoren 40 1 0 05 Feb 2024
Mind Your Format: Towards Consistent Evaluation of In-Context Learning Improvements Anton Voronov Lena Wolf Max Ryabinin 30 47 0 12 Jan 2024
Misconfidence-based Demonstration Selection for LLM In-Context Learning Shangqing Xu Chao Zhang 76 16 0 12 Jan 2024
Universal Vulnerabilities in Large Language Models: Backdoor Attacks for In-context Learning Shuai Zhao Meihuizi Jia Anh Tuan Luu Fengjun Pan Jinming Wen AAML 31 36 0 11 Jan 2024
Lever LM: Configuring In-Context Sequence to Lever Large Vision Language Models Xu Yang Yingzhe Peng Haoxuan Ma Shuo Xu Chi Zhang Yucheng Han Hanwang Zhang 37 5 0 15 Dec 2023
Hijacking Large Language Models via Adversarial In-Context Learning Yao Qiang Xiangyu Zhou Dongxiao Zhu 32 32 0 16 Nov 2023
Which Examples to Annotate for In-Context Learning? Towards Effective and Efficient Selection Costas Mavromatis Balasubramaniam Srinivasan Zhengyuan Shen Jiani Zhang Huzefa Rangwala Christos Faloutsos George Karypis 21 21 0 30 Oct 2023
Automated Bug Generation in the era of Large Language Models Ali Reza Ibrahimzada Yang Chen Ryan Rong Reyhaneh Jabbarvand 35 3 0 03 Oct 2023
Skill-Based Few-Shot Selection for In-Context Learning Shengnan An Bo Zhou Zeqi Lin Qiang Fu B. Chen Nanning Zheng Weizhu Chen Jian-Guang Lou 36 31 0 23 May 2023
Large Language Model Instruction Following: A Survey of Progresses and Challenges Renze Lou Kai Zhang Wenpeng Yin ALM LRM 35 20 0 18 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 20 464 0 31 Dec 2022
Data Curation Alone Can Stabilize In-context Learning Ting-Yun Chang Robin Jia 27 51 0 20 Dec 2022
On the Relation between Sensitivity and Accuracy in In-context Learning Yanda Chen Chen Zhao Zhou Yu Kathleen McKeown He He 182 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 416 8,559 0 28 Jan 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 1,125 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 1,313 0 17 Jan 2021