Active Example Selection for In-Context Learning

8 November 2022

Papers citing "Active Example Selection for In-Context Learning"

35 / 135 papers shown

Title
LayoutLLM-T2I: Eliciting Layout Guidance from LLM for Text-to-Image Generation Leigang Qu Shengqiong Wu Hao Fei Liqiang Nie Tat-Seng Chua LM&Ro DiffM MLLM 32 88 0 09 Aug 2023
Investigating the Learning Behaviour of In-context Learning: A Comparison with Supervised Learning Xindi Wang Yufei Wang Can Xu Xiubo Geng Bowen Zhang Chongyang Tao Frank Rudzicz Robert E. Mercer Daxin Jiang 11 11 0 28 Jul 2023
Metric-Based In-context Learning: A Case Study in Text Simplification Subhadra Vadlamannati Gözde Gül Sahin 6 1 0 27 Jul 2023
In-Context Learning Learns Label Relationships but Is Not Conventional Learning Jannik Kossen Y. Gal Tom Rainforth 19 27 0 23 Jul 2023
SINC: Self-Supervised In-Context Learning for Vision-Language Tasks Yi-Syuan Chen Yun-Zhu Song Cheng Yu Yeo Bei Liu Jianlong Fu Hong-Han Shuai VLM LRM 16 4 0 15 Jul 2023
Learning to Retrieve In-Context Examples for Large Language Models Liang Wang Nan Yang Furu Wei RALM 22 38 0 14 Jul 2023
Query Understanding in the Age of Large Language Models Avishek Anand Venktesh V Abhijit Anand Vinay Setty LRM 32 4 0 28 Jun 2023
Self-ICL: Zero-Shot In-Context Learning with Self-Generated Demonstrations Wei-Lin Chen Cheng-Kuang Wu Yun-Nung Chen Hsin-Hsi Chen 8 27 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 17 7 0 24 May 2023
RetICL: Sequential Retrieval of In-Context Examples with Reinforcement Learning Alexander Scarlatos Andrew S. Lan OffRL LRM 21 16 0 23 May 2023
Active Learning Principles for In-Context Learning with Large Language Models Katerina Margatina Timo Schick Nikolaos Aletras Jane Dwivedi-Yu 17 39 0 23 May 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 13 30 0 23 May 2023
On the Limitations of Simulating Active Learning Katerina Margatina Nikolaos Aletras 21 11 0 21 May 2023
Enhancing Few-shot Text-to-SQL Capabilities of Large Language Models: A Study on Prompt Design Strategies Linyong Nan Yilun Zhao Weijin Zou Narutatsu Ri Jaesung Tae Ellen Zhang Arman Cohan Dragomir R. Radev LMTD 12 45 0 21 May 2023
Small Models are Valuable Plug-ins for Large Language Models Canwen Xu Yichong Xu Shuohang Wang Yang Liu Chenguang Zhu Julian McAuley LLMAG 34 42 0 15 May 2023
How Do In-Context Examples Affect Compositional Generalization? Shengnan An Zeqi Lin Qiang Fu B. Chen Nanning Zheng Jian-Guang Lou Dongmei Zhang 13 49 0 08 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 14 120 0 07 May 2023
Low-Resource Multi-Granularity Academic Function Recognition Based on Multiple Prompt Knowledge Jiawei Liu Ziteng Xiong Yi-ping Jiang Yongqiang Ma Wei Lu Yong Huang Qikai Cheng 20 1 0 05 May 2023
Privacy-Preserving In-Context Learning for Large Language Models Tong Wu Ashwinee Panda Jiachen T. Wang Prateek Mittal 38 29 0 02 May 2023
ChatGPT Evaluation on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations Chunkit Chan Cheng Jiayang Weiqi Wang Yuxin Jiang Tianqing Fang Xin Liu Yangqiu Song LRM 69 60 0 28 Apr 2023
Exploring Effective Factors for Improving Visual In-Context Learning Yanpeng Sun Qiang Chen Jian Wang Jingdong Wang Zechao Li LRM VLM 41 17 0 10 Apr 2023
Large Language Model Instruction Following: A Survey of Progresses and Challenges Renze Lou Kai Zhang Wenpeng Yin ALM LRM 19 19 0 18 Mar 2023
Finding Support Examples for In-Context Learning Xiaonan Li Xipeng Qiu 11 87 0 27 Feb 2023
Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data Kashun Shum Shizhe Diao Tong Zhang ReLM LRM 19 128 0 24 Feb 2023
Prompting Large Language Model for Machine Translation: A Case Study Biao Zhang Barry Haddow Alexandra Birch LRM 11 265 0 17 Jan 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 20 443 0 31 Dec 2022
Data Curation Alone Can Stabilize In-context Learning Ting-Yun Chang Robin Jia 14 51 0 20 Dec 2022
A Survey of Active Learning for Natural Language Processing Zhisong Zhang Emma Strubell Eduard H. Hovy LM&MA 17 47 0 18 Oct 2022
What Makes Pre-trained Language Models Better Zero-shot Learners? Jinghui Lu Dongsheng Zhu Weidong Han Rui Zhao Brian Mac Namee Fei Tan 34 21 0 30 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
SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer Tu Vu Brian Lester Noah Constant Rami Al-Rfou Daniel Matthew Cer VLM LRM 131 276 0 15 Oct 2021
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
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 278 3,784 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 241 1,898 0 31 Dec 2020