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Generating Training Data with Language Models: Towards Zero-Shot Language Understanding

9 February 2022

Yu Zhang

Papers citing "Generating Training Data with Language Models: Towards Zero-Shot Language Understanding"

50 / 87 papers shown

Title
Enhancing Vision-Language Compositional Understanding with Multimodal Synthetic Data Haoxin Li Boyang Li CoGe 145 1 0 03 Mar 2025
BERTtime Stories: Investigating the Role of Synthetic Story Data in Language Pre-training Nikitas Theodoropoulos Giorgos Filandrianos Vassilis Lyberatos Maria Lymperaiou Giorgos Stamou SyDa 195 1 0 24 Feb 2025
Synthetic vs. Gold: The Role of LLM-Generated Labels and Data in Cyberbullying Detection Arefeh Kazemi Sri Balaaji Natarajan Kalaivendan Joachim Wagner Hamza Qadeer Brian Davis 130 1 0 21 Feb 2025
Mitigating the Privacy Issues in Retrieval-Augmented Generation (RAG) via Pure Synthetic Data Shenglai Zeng Jiankun Zhang Pengfei He J. Ren Tianqi Zheng Hanqing Lu Han Xu Hui Liu Yue Xing Jiliang Tang 182 12 0 21 Feb 2025
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models Ran Xu Hejie Cui Yue Yu Xuan Kan Wenqi Shi Yuchen Zhuang Wei Jin Joyce C. Ho Carl Yang 154 16 0 28 Jan 2025
Paint Outside the Box: Synthesizing and Selecting Training Data for Visual Grounding Zilin Du Haoxin Li Jianfei Yu Boyang Li 479 0 0 01 Dec 2024
CorrSynth -- A Correlated Sampling Method for Diverse Dataset Generation from LLMs Suhas S Kowshik Abhishek Divekar Vijit Malik SyDa 128 0 0 13 Nov 2024
Not All LLM-Generated Data Are Equal: Rethinking Data Weighting in Text Classification Hsun-Yu Kuo Yin-Hsiang Liao Yu-Chieh Chao Wei-Yun Ma Pu-Jen Cheng SyDa 99 4 0 28 Oct 2024
Self-calibration for Language Model Quantization and Pruning Miles Williams G. Chrysostomou Nikolaos Aletras MQ 461 0 0 22 Oct 2024
ToxiCraft: A Novel Framework for Synthetic Generation of Harmful Information Zheng Hui Zhaoxiao Guo Hang Zhao Juanyong Duan Congrui Huang 97 7 0 23 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 185 32 0 10 Sep 2024
Boosting Reward Model with Preference-Conditional Multi-Aspect Synthetic Data Generation Jiaming Shen Ran Xu Yennie Jun Zhen Qin Tianqi Liu Carl Yang Yi Liang Simon Baumgartner Michael Bendersky SyDa 114 5 0 22 Jul 2024
Contrastive Learning from Synthetic Audio Doppelgängers Manuel Cherep Nikhil Singh 83 1 0 09 Jun 2024
TELEClass: Taxonomy Enrichment and LLM-Enhanced Hierarchical Text Classification with Minimal Supervision Yunyi Zhang Ruozhen Yang Xueqiang Xu Rui Li Jinfeng Xiao Jiaming Shen Jiawei Han 98 17 0 29 Feb 2024
Pretraining Text Encoders with Adversarial Mixture of Training Signal Generators Yu Meng Chenyan Xiong Payal Bajaj Saurabh Tiwary Paul N. Bennett Jiawei Han Xia Song MoE 75 16 0 07 Apr 2022
ZeroGen: Efficient Zero-shot Learning via Dataset Generation Jiacheng Ye Jiahui Gao Qintong Li Hang Xu Jiangtao Feng Zhiyong Wu Tao Yu Lingpeng Kong SyDa 101 220 0 16 Feb 2022
ZeroPrompt: Scaling Prompt-Based Pretraining to 1,000 Tasks Improves Zero-Shot Generalization Hanwei Xu Yujun Chen Yulun Du Nan Shao Yanggang Wang Haiyu Li Zhilin Yang VLM LRM AI4CE 75 69 0 18 Jan 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 355 1,708 0 15 Oct 2021
A Plug-and-Play Method for Controlled Text Generation Damian Pascual Béni Egressy Clara Meister Ryan Cotterell Roger Wattenhofer 122 93 0 20 Sep 2021
Towards Zero-Label Language Learning Zirui Wang Adams Wei Yu Orhan Firat Yuan Cao SyDa 242 105 0 19 Sep 2021
What Changes Can Large-scale Language Models Bring? Intensive Study on HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers Boseop Kim Hyoungseok Kim Sang-Woo Lee Gichang Lee Donghyun Kwak ... Jaewook Kang Inho Kang Jung-Woo Ha W. Park Nako Sung VLM 288 123 0 10 Sep 2021
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 223 3,782 0 03 Sep 2021
Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners Ningyu Zhang Luoqiu Li Xiang Chen Shumin Deng Zhen Bi Chuanqi Tan Fei Huang Huajun Chen VLM 121 179 0 30 Aug 2021
Controlled Text Generation as Continuous Optimization with Multiple Constraints Sachin Kumar Eric Malmi Aliaksei Severyn Yulia Tsvetkov BDL AI4CE 84 79 0 04 Aug 2021
Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models Robert L Logan IV Ivana Balavzević Eric Wallace Fabio Petroni Sameer Singh Sebastian Riedel VPVLM 92 211 0 24 Jun 2021
BARTScore: Evaluating Generated Text as Text Generation Weizhe Yuan Graham Neubig Pengfei Liu 119 849 0 22 Jun 2021
True Few-Shot Learning with Language Models Ethan Perez Douwe Kiela Kyunghyun Cho 137 439 0 24 May 2021
DExperts: Decoding-Time Controlled Text Generation with Experts and Anti-Experts Alisa Liu Maarten Sap Ximing Lu Swabha Swayamdipta Chandra Bhagavatula Noah A. Smith Yejin Choi MU 115 375 0 07 May 2021
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics Artidoro Pagnoni Vidhisha Balachandran Yulia Tsvetkov HILM 276 311 0 27 Apr 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 288 185 0 18 Apr 2021
GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation Kang Min Yoo Dongju Park Jaewook Kang Sang-Woo Lee Woomyeong Park 94 242 0 18 Apr 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings Tianyu Gao Xingcheng Yao Danqi Chen AILaw SSL 276 3,411 0 18 Apr 2021
Cross-Task Generalization via Natural Language Crowdsourcing Instructions Swaroop Mishra Daniel Khashabi Chitta Baral Hannaneh Hajishirzi LRM 162 752 0 18 Apr 2021
Generating Datasets with Pretrained Language Models Timo Schick Hinrich Schütze 152 235 0 15 Apr 2021
FUDGE: Controlled Text Generation With Future Discriminators Kevin Kaichuang Yang Dan Klein 107 336 0 12 Apr 2021
Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt Collections Ruiqi Zhong Kristy Lee Zheng Zhang Dan Klein 97 173 0 10 Apr 2021
Improving and Simplifying Pattern Exploiting Training Derek Tam Rakesh R Menon Joey Tianyi Zhou Shashank Srivastava Colin Raffel 74 151 0 22 Mar 2021
GPT Understands, Too Xiao Liu Yanan Zheng Zhengxiao Du Ming Ding Yujie Qian Zhilin Yang Jie Tang VLM 168 1,179 0 18 Mar 2021
How Many Data Points is a Prompt Worth? Teven Le Scao Alexander M. Rush VLM 160 302 0 15 Mar 2021
COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining Yu Meng Chenyan Xiong Payal Bajaj Saurabh Tiwary Paul N. Bennett Jiawei Han Xia Song 180 205 0 16 Feb 2021
Neural Data Augmentation via Example Extrapolation Kenton Lee Kelvin Guu Luheng He Timothy Dozat Hyung Won Chung 74 72 0 02 Feb 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 250 4,299 0 01 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 404 1,972 0 31 Dec 2020
Few-Shot Text Generation with Pattern-Exploiting Training Timo Schick Hinrich Schütze 93 147 0 22 Dec 2020
A Distributional Approach to Controlled Text Generation Muhammad Khalifa Hady ElSahar Marc Dymetman 153 119 0 21 Dec 2020
PowerTransformer: Unsupervised Controllable Revision for Biased Language Correction Xinyao Ma Maarten Sap Hannah Rashkin Yejin Choi 82 73 0 26 Oct 2020
Universal Natural Language Processing with Limited Annotations: Try Few-shot Textual Entailment as a Start Wenpeng Yin Nazneen Rajani Dragomir R. Radev R. Socher Caiming Xiong 74 69 0 06 Oct 2020
RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models Samuel Gehman Suchin Gururangan Maarten Sap Yejin Choi Noah A. Smith 163 1,214 0 24 Sep 2020
It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners Timo Schick Hinrich Schütze 130 974 0 15 Sep 2020
GeDi: Generative Discriminator Guided Sequence Generation Ben Krause Akhilesh Deepak Gotmare Bryan McCann N. Keskar Shafiq Joty R. Socher Nazneen Rajani 134 408 0 14 Sep 2020