Self-ICL: Zero-Shot In-Context Learning with Self-Generated Demonstrations

24 May 2023

Papers citing "Self-ICL: Zero-Shot In-Context Learning with Self-Generated Demonstrations"

29 / 29 papers shown

Title
TestNUC: Enhancing Test-Time Computing Approaches through Neighboring Unlabeled Data Consistency Henry Peng Zou Zhengyao Gu Yue Zhou Yankai Chen Weizhi Zhang Liancheng Fang Yibo Wang Yangning Li Kay Liu Philip S. Yu 79 0 0 26 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
PICLe: Pseudo-Annotations for In-Context Learning in Low-Resource Named Entity Detection Sepideh Mamooler Syrielle Montariol Alexander Mathis Antoine Bosselut 95 1 0 16 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
Distill Visual Chart Reasoning Ability from LLMs to MLLMs Wei He Zhiheng Xi Wanxu Zhao Xiaoran Fan Yiwen Ding Zifei Shan Tao Gui Qi Zhang Xuanjing Huang LRM 59 5 0 24 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 48 0 0 02 Oct 2024
Exploring Large Language Models for Product Attribute Value Identification Kassem Sabeh Mouna Kacimi Johann Gamper Robert Litschko Barbara Plank 40 2 0 19 Sep 2024
Large Language Models Are Self-Taught Reasoners: Enhancing LLM Applications via Tailored Problem-Solving Demonstrations Kai Tzu-iunn Ong Taeyoon Kwon Jinyoung Yeo LRM 35 0 0 22 Aug 2024
Document-Level Event Extraction with Definition-Driven ICL Zhuoyuan Liu Yilin Luo 86 1 0 10 Aug 2024
SELF-GUIDE: Better Task-Specific Instruction Following via Self-Synthetic Finetuning Chenyang Zhao Xueying Jia Vijay Viswanathan Tongshuang Wu Graham Neubig SyDa ALM 53 25 0 16 Jul 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 56 3 0 12 Jul 2024
Fairer Preferences Elicit Improved Human-Aligned Large Language Model Judgments Han Zhou Xingchen Wan Yinhong Liu Nigel Collier Ivan Vulić Anna Korhonen ALM 44 9 0 17 Jun 2024
StreamBench: Towards Benchmarking Continuous Improvement of Language Agents Cheng-Kuang Wu Zhi Rui Tam Chieh-Yen Lin Yun-Nung Chen Hung-yi Lee LLMAG 42 7 0 13 Jun 2024
Demonstration Augmentation for Zero-shot In-context Learning Yi Su Yunpeng Tai Yixin Ji Juntao Li Bowen Yan Min Zhang RALM 46 6 0 03 Jun 2024
Many-Shot In-Context Learning in Multimodal Foundation Models Yixing Jiang Jeremy Irvin Ji Hun Wang Muhammad Ahmed Chaudhry Jonathan H. Chen Andrew Y. Ng VLM 60 27 0 16 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 Chenyu You LRM 37 4 0 19 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 Wenlin Yao Lu Cheng Huan Liu SyDa 56 50 0 21 Feb 2024
ICXML: An In-Context Learning Framework for Zero-Shot Extreme Multi-Label Classification Yaxin Zhu Hamed Zamani 46 3 0 16 Nov 2023
Large Language Models are In-context Teachers for Knowledge Reasoning Jiachen Zhao Zonghai Yao Zhichao Yang Hong-ye Yu ReLM LRM 32 1 0 12 Nov 2023
Survival of the Most Influential Prompts: Efficient Black-Box Prompt Search via Clustering and Pruning Han Zhou Xingchen Wan Ivan Vulić Anna Korhonen LLMAG 31 15 0 19 Oct 2023
Knowledgeable In-Context Tuning: Exploring and Exploiting Factual Knowledge for In-Context Learning Jie Wang Chengyu Wang Chuanqi Tan Jun Huang Ming Gao KELM 34 4 0 26 Sep 2023
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 162 415 0 03 Oct 2022
Text and Patterns: For Effective Chain of Thought, It Takes Two to Tango Aman Madaan Amir Yazdanbakhsh LRM 154 116 0 16 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 0 24 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 369 12,003 0 04 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 413 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 1,312 0 17 Jan 2021