In-Context Learning with Iterative Demonstration Selection

31 December 2024

Papers citing "In-Context Learning with Iterative Demonstration Selection"

50 / 53 papers shown

Title
The Role of Diversity in In-Context Learning for Large Language Models Wenyang Xiao Haoyu Zhao Lingxiao Huang 36 0 0 26 May 2025
Few-Shot Optimization for Sensor Data Using Large Language Models: A Case Study on Fatigue Detection Elsen Ronando Sozo Inoue 20 0 0 24 May 2025
MAPLE: Many-Shot Adaptive Pseudo-Labeling for In-Context Learning Zihan Chen Song Wang Zhen Tan Jundong Li Cong Shen OffRL 111 0 0 22 May 2025
HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking Runquan Gui Ziyi Wang Jun Wang Chi Ma Huiling Zhen Mingxuan Yuan Jianye Hao Defu Lian Enhong Chen Feng Wu LRM 220 0 0 05 May 2025
Improving Value-based Process Verifier via Structural Prior Injection Zetian Sun Dongfang Li Baotian Hu Jun Yu Min Zhang 66 0 0 21 Feb 2025
Semantic Captioning: Benchmark Dataset and Graph-Aware Few-Shot In-Context Learning for SQL2Text Ali Al-Lawati Jason Lucas Prasenjit Mitra LMTD 78 0 0 06 Jan 2025
Revisiting In-Context Learning with Long Context Language Models Jinheon Baek Sun Jae Lee Prakhar Gupta Geunseob Oh Siddharth Dalmia 446 3 0 22 Dec 2024
Video Diffusion Transformers are In-Context Learners Zhengcong Fei Di Qiu Changqian Yu Debang Li Mingyuan Fan VGen DiffM 292 2 0 14 Dec 2024
VideoICL: Confidence-based Iterative In-context Learning for Out-of-Distribution Video Understanding Kangsan Kim G. Park Youngwan Lee Woongyeong Yeo Sung Ju Hwang 119 3 0 03 Dec 2024
Comparative Analysis of Demonstration Selection Algorithms for LLM In-Context Learning Dong Shu Jundong Li 77 0 0 30 Oct 2024
RISCORE: Enhancing In-Context Riddle Solving in Language Models through Context-Reconstructed Example Augmentation Ioannis Panagiotopoulos Giorgos Filandrianos Maria Lymperaiou Giorgos Stamou LRM ReLM 53 0 0 24 Sep 2024
Why does in-context learning fail sometimes? Evaluating in-context learning on open and closed questions Xiang Li Haoran Tang Siyu Chen Ziwei Wang Ryan Chen Marcin Abram LRM 73 1 0 02 Jul 2024
Learnable In-Context Vector for Visual Question Answering Yingzhe Peng Chenduo Hao Xu Yang Jiawei Peng Xinting Hu Xin Geng 57 4 0 19 Jun 2024
How Far Can In-Context Alignment Go? Exploring the State of In-Context Alignment Heyan Huang Yinghao Li Huashan Sun Yu Bai Yang Gao 74 3 0 17 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 75 4 0 27 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 71 4 0 23 Apr 2024
Relevant or Random: Can LLMs Truly Perform Analogical Reasoning? Chengwei Qin Wenhan Xia Tan Wang Fangkai Jiao Yuchen Hu Bosheng Ding Ruirui Chen Shafiq Joty LRM 60 4 0 19 Apr 2024
Lifelong Event Detection with Embedding Space Separation and Compaction Chengwei Qin Ruirui Chen Ruochen Zhao Wenhan Xia Shafiq Joty KELM CLL 70 2 0 03 Apr 2024
In-Context Learning Demonstration Selection via Influence Analysis Vinay M.S. Minh-Hao Van Xintao Wu 62 6 0 19 Feb 2024
Visual In-Context Learning for Large Vision-Language Models Yucheng Zhou Xiang Li Qianning Wang Jianbing Shen MLLM 51 61 0 18 Feb 2024
NICE: To Optimize In-Context Examples or Not? Pragya Srivastava Satvik Golechha Amit Deshpande Amit Sharma 51 6 0 09 Feb 2024
Automatic Combination of Sample Selection Strategies for Few-Shot Learning Branislav Pecher Ivan Srba Maria Bielikova Joaquin Vanschoren 66 2 0 05 Feb 2024
Learning Planning-based Reasoning by Trajectories Collection and Process Reward Synthesizing Fangkai Jiao Chengwei Qin Zhengyuan Liu Nancy F. Chen Shafiq Joty LRM 41 32 0 01 Feb 2024
Grimoire is All You Need for Enhancing Large Language Models Ding Chen Shichao Song Qingchen Yu Zhiyu Li Wenjin Wang Feiyu Xiong Simin Niu 98 4 0 07 Jan 2024
Overview of the PromptCBLUE Shared Task in CHIP2023 Wei-wei Zhu Xiaoling Wang Mosha Chen Buzhou Tang LM&MA ELM 68 7 0 29 Dec 2023
Beyond Output Matching: Bidirectional Alignment for Enhanced In-Context Learning Chengwei Qin Wenhan Xia Fangkai Jiao Chen Chen Yuchen Hu Bosheng Ding R. Chen Shafiq Joty 62 7 0 28 Dec 2023
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 68 5 0 15 Dec 2023
Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning Xijie Huang Li Lyna Zhang Kwang-Ting Cheng Fan Yang Mao Yang LRM ReLM 57 10 0 14 Dec 2023
How to Configure Good In-Context Sequence for Visual Question Answering Li Li Jiawei Peng Huiyi Chen Chongyang Gao Xu Yang MLLM 65 22 0 04 Dec 2023
RetICL: Sequential Retrieval of In-Context Examples with Reinforcement Learning Alexander Scarlatos Andrew Lan OffRL LRM 55 22 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 64 53 0 23 May 2023
Can We Edit Factual Knowledge by In-Context Learning? Ce Zheng Lei Li Qingxiu Dong Yuxuan Fan Zhiyong Wu Jingjing Xu Baobao Chang KELM 48 199 0 22 May 2023
Symbol tuning improves in-context learning in language models Jerry W. Wei Le Hou Andrew Kyle Lampinen Xiangning Chen Da Huang ... Xinyun Chen Yifeng Lu Denny Zhou Tengyu Ma Quoc V. Le LRM 40 76 0 15 May 2023
Unified Demonstration Retriever for In-Context Learning Xiaonan Li Kai Lv Hang Yan Tianya Lin Wei-wei Zhu Yuan Ni Guotong Xie Xiaoling Wang Xipeng Qiu RALM VPVLM 49 130 0 07 May 2023
Is ChatGPT a General-Purpose Natural Language Processing Task Solver? Chengwei Qin Aston Zhang Zhuosheng Zhang Jiaao Chen Michihiro Yasunaga Diyi Yang LM&MA AI4MH LRM ELM 115 689 0 08 Feb 2023
Using In-Context Learning to Improve Dialogue Safety Nicholas Meade Spandana Gella Devamanyu Hazarika Prakhar Gupta Di Jin Siva Reddy Yang Liu Dilek Z. Hakkani-Tür 60 40 0 02 Feb 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 59 498 0 31 Dec 2022
Large Language Models Are Reasoning Teachers Namgyu Ho Laura Schmid Se-Young Yun ReLM ELM LRM 66 334 0 20 Dec 2022
Diverse Demonstrations Improve In-context Compositional Generalization Itay Levy Ben Bogin Jonathan Berant 51 134 0 13 Dec 2022
Active Example Selection for In-Context Learning Yiming Zhang Shi Feng Chenhao Tan SILM LRM 56 191 0 08 Nov 2022
Automatic Chain of Thought Prompting in Large Language Models Zhuosheng Zhang Aston Zhang Mu Li Alexander J. Smola ReLM LRM 98 603 0 07 Oct 2022
In-context Learning and Induction Heads Catherine Olsson Nelson Elhage Neel Nanda Nicholas Joseph Nova Dassarma ... Tom B. Brown Jack Clark Jared Kaplan Sam McCandlish C. Olah 296 494 0 24 Sep 2022
Selective Annotation Makes Language Models Better Few-Shot Learners Hongjin Su Jungo Kasai Chen Henry Wu Weijia Shi Tianlu Wang ... Rui Zhang Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu 61 251 0 05 Sep 2022
STaR: Bootstrapping Reasoning With Reasoning E. Zelikman Yuhuai Wu Jesse Mu Noah D. Goodman ReLM LRM 74 459 0 28 Mar 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 533 9,009 0 28 Jan 2022
Learning To Retrieve Prompts for In-Context Learning Ohad Rubin Jonathan Herzig Jonathan Berant VPVLM RALM 36 679 0 16 Dec 2021
An Explanation of In-context Learning as Implicit Bayesian Inference Sang Michael Xie Aditi Raghunathan Percy Liang Tengyu Ma ReLM BDL VPVLM LRM 125 728 0 03 Nov 2021
MetaICL: Learning to Learn In Context Sewon Min M. Lewis Luke Zettlemoyer Hannaneh Hajishirzi LRM 164 483 0 29 Oct 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 324 1,343 0 17 Jan 2021
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 517 11,979 0 27 Aug 2019