ZeroGen: Efficient Zero-shot Learning via Dataset Generation

16 February 2022

Jiacheng Ye

Jiahui Gao

Qintong Li

Hang Xu

Jiangtao Feng

Zhiyong Wu

Tao Yu

Lingpeng Kong

SyDa

ArXiv PDF HTML

Papers citing "ZeroGen: Efficient Zero-shot Learning via Dataset Generation"

50 / 166 papers shown

Title
Knowledge Corpus Error in Question Answering Yejoon Lee Philhoon Oh James Thorne 21 2 0 27 Oct 2023
TarGEN: Targeted Data Generation with Large Language Models Himanshu Gupta Kevin Scaria Ujjwala Anantheswaran Shreyas Verma Mihir Parmar Saurabh Arjun Sawant Chitta Baral Swaroop Mishra SyDa 28 4 0 27 Oct 2023
Give Me the Facts! A Survey on Factual Knowledge Probing in Pre-trained Language Models Paul Youssef Osman Alperen Koracs Meijie Li Jorg Schlotterer Christin Seifert KELM 19 16 0 25 Oct 2023
Let's Synthesize Step by Step: Iterative Dataset Synthesis with Large Language Models by Extrapolating Errors from Small Models Ruida Wang Wangchunshu Zhou Mrinmaya Sachan 19 32 0 20 Oct 2023
Dont Add, dont Miss: Effective Content Preserving Generation from Pre-Selected Text Spans Aviv Slobodkin Avi Caciularu Eran Hirsch Ido Dagan 20 3 0 13 Oct 2023
Synthetic Data Generation with Large Language Models for Text Classification: Potential and Limitations Zhuoyan Li Hangxiao Zhu Zhuoran Lu Ming Yin SyDa 67 65 0 11 Oct 2023
BYOC: Personalized Few-Shot Classification with Co-Authored Class Descriptions Arth Bohra Govert Verkes Artem Harutyunyan Pascal Weinberger Giovanni Campagna 22 5 0 09 Oct 2023
XAL: EXplainable Active Learning Makes Classifiers Better Low-resource Learners Yun Luo Zhen Yang Fandong Meng Yingjie Li Fang Guo Qinglin Qi Jie Zhou Yue Zhang 19 1 0 09 Oct 2023
Ada-Instruct: Adapting Instruction Generators for Complex Reasoning Wanyun Cui Qianle Wang LRM 34 7 0 06 Oct 2023
InstructProtein: Aligning Human and Protein Language via Knowledge Instruction Zeyuan Wang Qiang Zhang Keyan Ding Ming Qin Zhuang Xiang Xiaotong Li Huajun Chen 16 28 0 05 Oct 2023
Natural Language Dataset Generation Framework for Visualizations Powered by Large Language Models Hyung-Kwon Ko Hyeon Jeon Gwanmo Park Dae Hyun Kim Nam Wook Kim Juho Kim Jinwook Seo 13 21 0 19 Sep 2023
Corpus Synthesis for Zero-shot ASR domain Adaptation using Large Language Models Hsuan Su Ting-Yao Hu H. Koppula Raviteja Vemulapalli Jen-Hao Rick Chang Karren D. Yang G. Mantena Oncel Tuzel SyDa 28 1 0 18 Sep 2023
Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMs Jonas Golde Patrick Haller Felix Hamborg Julian Risch A. Akbik 38 8 0 18 Sep 2023
FlexKBQA: A Flexible LLM-Powered Framework for Few-Shot Knowledge Base Question Answering Zhenyu Li Sunqi Fan Yu Gu Xiuxing Li Zhichao Duan Bo Dong Ning Liu Jianyong Wang 13 67 0 23 Aug 2023
AutoConv: Automatically Generating Information-seeking Conversations with Large Language Models Siheng Li Cheng Yang Yichun Yin Xinyu Zhu Ze-Long Cheng Lifeng Shang Xin Jiang Qun Liu Yujiu Yang SyDa 19 3 0 12 Aug 2023
Deep Learning-Based Knowledge Injection for Metaphor Detection: A Comprehensive Review Cheng-Fu Yang Wenye Zhao Zhiyue Liu Qingbao Huang 33 0 0 08 Aug 2023
Large Language Model as Attributed Training Data Generator: A Tale of Diversity and Bias Yue Yu Yuchen Zhuang Jieyu Zhang Yu Meng Alexander Ratner Ranjay Krishna Jiaming Shen Chao Zhang ALM 36 205 0 28 Jun 2023
Training Multimedia Event Extraction With Generated Images and Captions Zilin Du Yunxin Li Xu Guo Yidan Sun Boyang Albert Li DiffM 21 7 0 15 Jun 2023
Language Versatilists vs. Specialists: An Empirical Revisiting on Multilingual Transfer Ability Jiacheng Ye Xijia Tao Lingpeng Kong LRM 28 22 0 11 Jun 2023
Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-training Haode Zhang Haowen Liang Li-Ming Zhan Xiao-Ming Wu Albert Y. S. Lam VLM 16 8 0 08 Jun 2023
Alfred: A System for Prompted Weak Supervision Peilin Yu Stephen H. Bach 11 7 0 29 May 2023
STAR: Boosting Low-Resource Information Extraction by Structure-to-Text Data Generation with Large Language Models Mingyu Derek Ma Xiaoxu Wang Po-Nien Kung P. Brantingham Nanyun Peng Wei Wang SyDa 20 4 0 24 May 2023
Contrastive Learning of Sentence Embeddings from Scratch Junlei Zhang Zhenzhong Lan Junxian He SSL 15 21 0 24 May 2023
DetGPT: Detect What You Need via Reasoning Renjie Pi Jiahui Gao Shizhe Diao Rui Pan Hanze Dong ... Lewei Yao Jianhua Han Hang Xu Lingpeng Kong Tong Zhang Tong Zhang LRM LM&Ro 22 92 0 23 May 2023
Generating Data for Symbolic Language with Large Language Models Jiacheng Ye Chengzu Li Lingpeng Kong Tao Yu 28 10 0 23 May 2023
Few-Shot Data Synthesis for Open Domain Multi-Hop Question Answering Mingda Chen Xilun Chen Wen-tau Yih SyDa 14 6 0 23 May 2023
Let GPT be a Math Tutor: Teaching Math Word Problem Solvers with Customized Exercise Generation Zhenwen Liang W. Yu Tanmay Rajpurohit Peter Clark Xiangliang Zhang Ashwin Kaylan 23 37 0 22 May 2023
Zero-Shot Text Classification via Self-Supervised Tuning Chaoqun Liu Wenxuan Zhang Guizhen Chen Xiaobao Wu A. Luu Chip Hong Chang Lidong Bing VLM 23 11 0 19 May 2023
ReGen: Zero-Shot Text Classification via Training Data Generation with Progressive Dense Retrieval Yue Yu Yuchen Zhuang Rongzhi Zhang Yu Meng Jiaming Shen Chao Zhang VLM 30 33 0 18 May 2023
MoT: Memory-of-Thought Enables ChatGPT to Self-Improve Xiaonan Li Xipeng Qiu ReLM KELM LRM AI4MH 14 32 0 09 May 2023
Improving Contrastive Learning of Sentence Embeddings from AI Feedback M. Abouheaf W. Gueaieb Md. Suruz Miah D. Spinello Xipeng Qiu 54 37 0 03 May 2023
Controlled Text Generation with Natural Language Instructions Wangchunshu Zhou Yuchen Eleanor Jiang Ethan Gotlieb Wilcox Ryan Cotterell Mrinmaya Sachan 152 84 0 27 Apr 2023
Generation-driven Contrastive Self-training for Zero-shot Text Classification with Instruction-following LLM Ruohong Zhang Yau-Shian Wang Yiming Yang SyDa 26 10 0 24 Apr 2023
Synthetic Sample Selection for Generalized Zero-Shot Learning Shreyank N. Gowda 16 16 0 06 Apr 2023
Algorithmic Ghost in the Research Shell: Large Language Models and Academic Knowledge Creation in Management Research Nigel Williams S. Ivanov Dimitrios Buhalis KELM 38 9 0 10 Mar 2023
Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information Extraction Martin Josifoski Marija Sakota Maxime Peyrard Robert West SyDa 56 78 0 07 Mar 2023
BLIAM: Literature-based Data Synthesis for Synergistic Drug Combination Prediction Cai Yang Addie Woicik Hoifung Poon Sheng Wang 17 4 0 14 Feb 2023
Semantic-Guided Generative Image Augmentation Method with Diffusion Models for Image Classification Bohan Li Xiao Xu Xinghao Wang Yutai Hou Yunlong Feng Feng Wang Xuanliang Zhang Qingfu Zhu Wanxiang Che DiffM VLM 18 9 0 04 Feb 2023
Synthetic Prompting: Generating Chain-of-Thought Demonstrations for Large Language Models Zhihong Shao Yeyun Gong Yelong Shen Minlie Huang Nan Duan Weizhu Chen ReLM LRM 32 67 0 01 Feb 2023
Mask-then-Fill: A Flexible and Effective Data Augmentation Framework for Event Extraction Jun Gao Changlong Yu Wei Wang Huan Zhao Ruifeng Xu 15 33 0 06 Jan 2023
Self-Adaptive In-Context Learning: An Information Compression Perspective for In-Context Example Selection and Ordering Zhiyong Wu Yaoxiang Wang Jiacheng Ye Lingpeng Kong 19 119 0 20 Dec 2022
Unnatural Instructions: Tuning Language Models with (Almost) No Human Labor Or Honovich Thomas Scialom Omer Levy Timo Schick ALM 31 359 0 19 Dec 2022
Self-Prompting Large Language Models for Zero-Shot Open-Domain QA Junlong Li Jinyuan Wang Zhuosheng Zhang Hai Zhao LRM 31 32 0 16 Dec 2022
Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning Yu Meng Martin Michalski Jiaxin Huang Yu Zhang Tarek F. Abdelzaher Jiawei Han VLM 39 46 0 06 Nov 2022
Don't Prompt, Search! Mining-based Zero-Shot Learning with Language Models Mozes van de Kar Mengzhou Xia Danqi Chen Mikel Artetxe 33 19 0 26 Oct 2022
Contrastive Search Is What You Need For Neural Text Generation Yixuan Su Nigel Collier 17 50 0 25 Oct 2022
Referee: Reference-Free Sentence Summarization with Sharper Controllability through Symbolic Knowledge Distillation Melanie Sclar Peter West Sachin Kumar Yulia Tsvetkov Yejin Choi 8 19 0 25 Oct 2022
ProGen: Progressive Zero-shot Dataset Generation via In-context Feedback Jiacheng Ye Jiahui Gao Jiangtao Feng Zhiyong Wu Tao Yu Lingpeng Kong SyDa VLM 71 69 0 22 Oct 2022
Self-Generated In-Context Learning: Leveraging Auto-regressive Language Models as a Demonstration Generator Hyuhng Joon Kim Hyunsoo Cho Junyeob Kim Taeuk Kim Kang Min Yoo Sang-goo Lee 17 61 0 16 Jun 2022
Self-Guided Noise-Free Data Generation for Efficient Zero-Shot Learning Jiahui Gao Renjie Pi Yong Lin Hang Xu Jiacheng Ye Zhiyong Wu Weizhong Zhang Xiaodan Liang Zhenguo Li Lingpeng Kong SyDa VLM 57 45 0 25 May 2022