In-Context Learning with Iterative Demonstration Selection

31 December 2024

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

37 / 37 papers shown

Title
HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking Runquan Gui Z. Wang J. Wang Chi Ma Huiling Zhen M. Yuan Jianye Hao Defu Lian Enhong Chen Feng Wu LRM 26 0 0 05 May 2025
Improving Value-based Process Verifier via Structural Prior Injection Zetian Sun Dongfang Li Baotian Hu Jun Yu Min-Ling Zhang 31 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 33 0 0 06 Jan 2025
Video Diffusion Transformers are In-Context Learners Zhengcong Fei Di Qiu Changqian Yu Debang Li Mingyuan Fan VGen DiffM 95 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 83 3 0 03 Dec 2024
Comparative Analysis of Demonstration Selection Algorithms for LLM In-Context Learning Dong Shu Mengnan Du 30 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 19 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 21 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 25 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 25 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 46 1 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 24 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 R. Joty LRM 32 2 0 19 Apr 2024
Lifelong Event Detection with Embedding Space Separation and Compaction Chengwei Qin Ruirui Chen Ruochen Zhao Wenhan Xia Shafiq R. Joty KELM CLL 25 2 0 03 Apr 2024
In-Context Learning Demonstration Selection via Influence Analysis Vinay M.S. Minh-Hao Van Xintao Wu 29 3 0 19 Feb 2024
Visual In-Context Learning for Large Vision-Language Models Yucheng Zhou Xiang Li Qianning Wang Jianbing Shen MLLM 24 57 0 18 Feb 2024
NICE: To Optimize In-Context Examples or Not? Pragya Srivastava Satvik Golechha Amit Deshpande Amit Sharma 22 4 0 09 Feb 2024
Automatic Combination of Sample Selection Strategies for Few-Shot Learning Branislav Pecher Ivan Srba M. Bieliková Joaquin Vanschoren 15 0 0 05 Feb 2024
Misconfidence-based Demonstration Selection for LLM In-Context Learning Shangqing Xu Chao Zhang 68 15 0 12 Jan 2024
Grimoire is All You Need for Enhancing Large Language Models Ding Chen Shichao Song Qingchen Yu Zhiyu Li Wenjin Wang Feiyu Xiong Bo Tang 19 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 18 7 0 29 Dec 2023
Improving In-context Learning via Bidirectional Alignment Chengwei Qin Wenhan Xia Fangkai Jiao Chen Chen Yuchen Hu Bosheng Ding Shafiq R. Joty 27 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 22 2 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 16 8 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 11 8 0 04 Dec 2023
RetICL: Sequential Retrieval of In-Context Examples with Reinforcement Learning Alexander Scarlatos Andrew S. Lan OffRL LRM 13 16 0 23 May 2023
In-Context Learning Unlocked for Diffusion Models Zhendong Wang Yifan Jiang Yadong Lu Yelong Shen Pengcheng He Weizhu Chen Zhangyang Wang Mingyuan Zhou VLM DiffM 78 68 0 01 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 23 659 0 08 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 15 443 0 31 Dec 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 234 453 0 24 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 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 3,163 0 21 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 313 8,261 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 274 882 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 1,296 0 17 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 238 1,898 0 31 Dec 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 234 11,568 0 09 Mar 2017