Self-Generated In-Context Learning: Leveraging Auto-regressive Language Models as a Demonstration Generator

16 June 2022

Papers citing "Self-Generated In-Context Learning: Leveraging Auto-regressive Language Models as a Demonstration Generator"

47 / 47 papers shown

Title
E-InMeMo: Enhanced Prompting for Visual In-Context Learning Jiahao Zhang Bowen Wang Hong Liu Liangzhi Li Yuta Nakashima Hajime Nagahara VLM 99 0 0 25 Apr 2025
A Survey of Scaling in Large Language Model Reasoning Zihan Chen Song Wang Zhen Tan Xingbo Fu Zhenyu Lei Peng Wang Huan Liu Cong Shen Jundong Li LRM 86 0 0 02 Apr 2025
Label Set Optimization via Activation Distribution Kurtosis for Zero-shot Classification with Generative Models Yue Li Zhixue Zhao Carolina Scarton 27 0 0 24 Oct 2024
In-Context Learning Enables Robot Action Prediction in LLMs Yida Yin Zekai Wang Yuvan Sharma Dantong Niu Trevor Darrell Roei Herzig LM&Ro 80 1 0 16 Oct 2024
IntGrad MT: Eliciting LLMs' Machine Translation Capabilities with Sentence Interpolation and Gradual MT Seung-Woo Choi Ga-Hyun Yoo Jay-Yoon Lee 29 0 0 15 Oct 2024
In-Context Transfer Learning: Demonstration Synthesis by Transferring Similar Tasks Dingzirui Wang Xuanliang Zhang Qiguang Chen Longxu Dou Xiao Xu ... Qingfu Zhu Wanxiang Che Binhua Li Fei Huang Yongbin Li 28 0 0 02 Oct 2024
In-Context Learning with Reinforcement Learning for Incomplete Utterance Rewriting Haowei Du Dongyan Zhao RALM 32 0 0 23 Aug 2024
Self-Evolving GPT: A Lifelong Autonomous Experiential Learner Jinglong Gao Xiao Ding Yiming Cui Jianbai Zhao Hepeng Wang Ting Liu Bing Qin KELM CLL 34 3 0 12 Jul 2024
Dynamic Few-Shot Learning for Knowledge Graph Question Answering Jacopo DÁbramo Andrea Zugarini Paolo Torroni 41 2 0 01 Jul 2024
The ALCHEmist: Automated Labeling 500x CHEaper Than LLM Data Annotators Tzu-Heng Huang Catherine Cao Vaishnavi Bhargava Frederic Sala 33 3 0 25 Jun 2024
Token-based Decision Criteria Are Suboptimal in In-context Learning Hakaze Cho Yoshihiro Sakai Mariko Kato Kenshiro Tanaka Akira Ishii Naoya Inoue 40 2 0 24 Jun 2024
Can Few-shot Work in Long-Context? Recycling the Context to Generate Demonstrations Arie Cattan Alon Jacovi Alex Fabrikant Jonathan Herzig Roee Aharoni ... Dror Marcus Avinatan Hassidim Yossi Matias Idan Szpektor Avi Caciularu RALM 34 0 0 19 Jun 2024
FastGAS: Fast Graph-based Annotation Selection for In-Context Learning Zihan Chen Song Wang Cong Shen Jundong Li 27 3 0 06 Jun 2024
Demonstration Augmentation for Zero-shot In-context Learning Yi Su Yunpeng Tai Yixin Ji Juntao Li Bowen Yan Min Zhang RALM 38 6 0 03 Jun 2024
From Words to Actions: Unveiling the Theoretical Underpinnings of LLM-Driven Autonomous Systems Jianliang He Siyu Chen Fengzhuo Zhang Zhuoran Yang LM&Ro LLMAG 40 2 0 30 May 2024
Effective In-Context Example Selection through Data Compression ZhongXiang Sun Kepu Zhang Haoyu Wang Xiao Zhang Jun Xu 20 2 0 19 May 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
PICLe: Eliciting Diverse Behaviors from Large Language Models with Persona In-Context Learning Hyeong Kyu Choi Yixuan Li 59 17 0 03 May 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 37 3 0 19 Apr 2024
Many-Shot In-Context Learning Rishabh Agarwal Avi Singh Lei M. Zhang Bernd Bohnet Luis Rosias ... John D. Co-Reyes Eric Chu Feryal M. P. Behbahani Aleksandra Faust Hugo Larochelle ReLM OffRL BDL 55 96 0 17 Apr 2024
Improving Retrieval Augmented Open-Domain Question-Answering with Vectorized Contexts Zhuo Chen Xinyu Wang Yong-jia Jiang Pengjun Xie Fei Huang Kewei Tu RALM 22 2 0 02 Apr 2024
Self-Demos: Eliciting Out-of-Demonstration Generalizability in Large Language Models Wei He Shichun Liu Jun Zhao Yiwen Ding Yi Lu Zhiheng Xi Tao Gui Qi Zhang Xuanjing Huang 42 1 0 01 Apr 2024
Large Language Models for Data Annotation: A Survey Zhen Tan Dawei Li Song Wang Alimohammad Beigi Bohan Jiang Amrita Bhattacharjee Mansooreh Karami Jundong Li Lu Cheng Huan Liu SyDa 42 49 0 21 Feb 2024
LLM can Achieve Self-Regulation via Hyperparameter Aware Generation Siyin Wang Shimin Li Tianxiang Sun Jinlan Fu Qinyuan Cheng Jiasheng Ye Junjie Ye Xipeng Qiu Xuanjing Huang 16 4 0 17 Feb 2024
How to Configure Good In-Context Sequence for Visual Question Answering Li Li Jiawei Peng Huiyi Chen Chongyang Gao Xu Yang MLLM 15 20 0 04 Dec 2023
More Samples or More Prompts? Exploring Effective In-Context Sampling for LLM Few-Shot Prompt Engineering Bingsheng Yao Guiming Hardy Chen Ruishi Zou Yuxuan Lu Jiachen Li Shao Zhang Yisi Sang Sijia Liu James A. Hendler Dakuo Wang 35 13 0 16 Nov 2023
Auto-ICL: In-Context Learning without Human Supervision Jinghan Yang Shuming Ma Furu Wei 24 9 0 15 Nov 2023
Instruct Me More! Random Prompting for Visual In-Context Learning Jiahao Zhang Bowen Wang Liangzhi Li Yuta Nakashima Hajime Nagahara VLM 25 15 0 07 Nov 2023
IDEAL: Influence-Driven Selective Annotations Empower In-Context Learners in Large Language Models Shaokun Zhang Xiaobo Xia Zhaoqing Wang Ling-Hao Chen Jiale Liu Qingyun Wu Tongliang Liu 34 20 0 16 Oct 2023
KwaiYiiMath: Technical Report Jia-Yi Fu Lei Lin Xiaoyang Gao Pengli Liu Zhengzong Chen ... Zijia Lin Fuzheng Zhang Zhongyuan Wang Di Zhang Kun Gai LRM ReLM RALM 45 2 0 11 Oct 2023
Large Language Models as Analogical Reasoners Michihiro Yasunaga Xinyun Chen Yujia Li Panupong Pasupat J. Leskovec Percy Liang Ed H. Chi Denny Zhou ReLM LRM 21 76 0 03 Oct 2023
PACIT: Unlocking the Power of Examples for Better In-Context Instruction Tuning Tianci Xue Ziqi Wang Yixia Li Yun-Nung Chen Guanhua Chen 18 2 0 02 Oct 2023
Dynamic Demonstrations Controller for In-Context Learning Fei Zhao Taotian Pang Zhen Wu Zheng Ma Shujian Huang Xinyu Dai 27 5 0 30 Sep 2023
Are Human-generated Demonstrations Necessary for In-context Learning? Rui Li Guoyin Wang Jiwei Li LRM 15 12 0 26 Sep 2023
Recommender Systems in the Era of Large Language Models (LLMs) Zihuai Zhao Wenqi Fan Jiatong Li Yunqing Liu Xiaowei Mei ... Zhen Wen Fei Wang Xiangyu Zhao Jiliang Tang Qing Li KELM 61 308 0 05 Jul 2023
What and How does In-Context Learning Learn? Bayesian Model Averaging, Parameterization, and Generalization Yufeng Zhang Fengzhuo Zhang Zhuoran Yang Zhaoran Wang BDL 36 62 0 30 May 2023
Self-ICL: Zero-Shot In-Context Learning with Self-Generated Demonstrations Wei-Lin Chen Cheng-Kuang Wu Yun-Nung Chen Hsin-Hsi Chen 13 27 0 24 May 2023
Adversarial Demonstration Attacks on Large Language Models Jiong Wang Zi-yang Liu Keun Hee Park Zhuojun Jiang Zhaoheng Zheng Zhuofeng Wu Muhao Chen Chaowei Xiao SILM 15 51 0 24 May 2023
Improving Probability-based Prompt Selection Through Unified Evaluation and Analysis Sohee Yang Jonghyeon Kim Joel Jang Seonghyeon Ye Hyunji Lee Minjoon Seo 28 9 0 24 May 2023
Active Learning Principles for In-Context Learning with Large Language Models Katerina Margatina Timo Schick Nikolaos Aletras Jane Dwivedi-Yu 22 39 0 23 May 2023
Large Language Models can be Guided to Evade AI-Generated Text Detection Ning Lu Shengcai Liu Ruidan He Qi Wang Yew-Soon Ong Ke Tang SILM 33 43 0 18 May 2023
Exploring Human-Like Translation Strategy with Large Language Models Zhiwei He Tian Liang Wenxiang Jiao Zhuosheng Zhang Yujiu Yang Rui Wang Zhaopeng Tu Shuming Shi Xing Wang 24 39 0 06 May 2023
Exploring Effective Factors for Improving Visual In-Context Learning Yanpeng Sun Qiang Chen Jian Wang Jingdong Wang Zechao Li LRM VLM 43 24 0 10 Apr 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 20 460 0 31 Dec 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 1,117 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
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,586 0 21 Jan 2020