GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation

18 April 2021

Papers citing "GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation"

50 / 156 papers shown

Title
Discffusion: Discriminative Diffusion Models as Few-shot Vision and Language Learners Xuehai He Weixi Feng Tsu-Jui Fu Varun Jampani Arjun Reddy Akula P. Narayana Sugato Basu William Yang Wang Junfeng Fang DiffM 57 7 0 18 May 2023
Leveraging Large Language Models in Conversational Recommender Systems Luke Friedman Sameer Ahuja David Allen Zhenning Tan Hakim Sidahmed ... Ajay Patel Harsh Lara Brian Chu Zexiang Chen Manoj Kumar Tiwari 32 104 0 13 May 2023
COKE: A Cognitive Knowledge Graph for Machine Theory of Mind Jincenzi Wu Zhuang Chen Jiawen Deng Sahand Sabour Helen Meng Minlie Huang 40 17 0 09 May 2023
How to Unleash the Power of Large Language Models for Few-shot Relation Extraction? Xin Xu Yuqi Zhu Xiaohan Wang Ningyu Zhang KELM LRM 52 47 0 02 May 2023
The Parrot Dilemma: Human-Labeled vs. LLM-augmented Data in Classification Tasks Anders Giovanni Møller Jacob Aarup Dalsgaard Arianna Pera L. Aiello 81 35 0 26 Apr 2023
Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond Jingfeng Yang Hongye Jin Ruixiang Tang Xiaotian Han Qizhang Feng Haoming Jiang Bing Yin Xia Hu LM&MA 139 629 0 26 Apr 2023
Generation-driven Contrastive Self-training for Zero-shot Text Classification with Instruction-following LLM Ruohong Zhang Yau-Shian Wang Yiming Yang SyDa 37 10 0 24 Apr 2023
Evaluation of ChatGPT Model for Vulnerability Detection Anton Cheshkov Pavel Zadorozhny Rodion Levichev 21 68 0 12 Apr 2023
Synthesis of Mathematical programs from Natural Language Specifications G. Prasath Shirish S. Karande 35 6 0 30 Mar 2023
Self-Improving-Leaderboard(SIL): A Call for Real-World Centric Natural Language Processing Leaderboards Chanjun Park Hyeonseok Moon Seolhwa Lee Jaehyung Seo Sugyeong Eo Heu-Jeoung Lim 25 2 0 20 Mar 2023
Data-centric Artificial Intelligence: A Survey Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Zhimeng Jiang Shaochen Zhong Xia Hu 27 193 0 17 Mar 2023
Mixture of Soft Prompts for Controllable Data Generation Derek Chen Celine Lee Yunan Lu Domenic Rosati Zhou Yu 117 23 0 02 Mar 2023
STA: Self-controlled Text Augmentation for Improving Text Classifications Congcong Wang Gonzalo Fiz Pontiveros Steven Derby Tri Kurniawan Wijaya 46 3 0 24 Feb 2023
Data Augmentation for Neural NLP Domagoj Pluscec Jan Snajder 33 6 0 22 Feb 2023
BLIAM: Literature-based Data Synthesis for Synergistic Drug Combination Prediction Cai Yang Addie Woicik Hoifung Poon Sheng Wang 30 4 0 14 Feb 2023
Selective In-Context Data Augmentation for Intent Detection using Pointwise V-Information Yen-Ting Lin Alexandros Papangelis Seokhwan Kim Sungjin Lee Devamanyu Hazarika Mahdi Namazifar Di Jin Yang Liu Dilek Z. Hakkani-Tür 39 35 0 10 Feb 2023
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability Chengtai Cao Fan Zhou Yurou Dai Jianping Wang Kunpeng Zhang AAML 28 28 0 21 Dec 2022
In-context Learning Distillation: Transferring Few-shot Learning Ability of Pre-trained Language Models Yukun Huang Yanda Chen Zhou Yu Kathleen McKeown 27 30 0 20 Dec 2022
Large Language Models Are Reasoning Teachers Namgyu Ho Laura Schmid Se-Young Yun ReLM ELM LRM 37 319 0 20 Dec 2022
A Unified Knowledge Graph Augmentation Service for Boosting Domain-specific NLP Tasks Ruiqing Ding Xiao Han Leye Wang 39 1 0 10 Dec 2022
Action-GPT: Leveraging Large-scale Language Models for Improved and Generalized Action Generation Sai Shashank Kalakonda Shubh Maheshwari Ravi Kiran Sarvadevabhatla 33 27 0 28 Nov 2022
Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning Yu Meng Martin Michalski Jiaxin Huang Yu Zhang Tarek Abdelzaher Jiawei Han VLM 64 47 0 06 Nov 2022
Pneg: Prompt-based Negative Response Generation for Dialogue Response Selection Task Nyoungwoo Lee chaeHun Park Ho-Jin Choi Jaegul Choo 35 6 0 31 Oct 2022
OpenStance: Real-world Zero-shot Stance Detection Hanzi Xu Slobodan Vučetić Wenpeng Yin 35 20 0 25 Oct 2022
Augmentation with Projection: Towards an Effective and Efficient Data Augmentation Paradigm for Distillation Ziqi Wang Yuexin Wu Frederick Liu Daogao Liu Le Hou Hongkun Yu Jing Li Heng Ji 42 5 0 21 Oct 2022
Large Language Models Can Self-Improve Jiaxin Huang S. Gu Le Hou Yuexin Wu Xuezhi Wang Hongkun Yu Jiawei Han ReLM AI4MH LRM 47 568 0 20 Oct 2022
AugCSE: Contrastive Sentence Embedding with Diverse Augmentations Zilu Tang Muhammed Yusuf Kocyigit Derry Wijaya 37 9 0 20 Oct 2022
PeerDA: Data Augmentation via Modeling Peer Relation for Span Identification Tasks Weiwen Xu Xin Li Yang Deng W. Lam Lidong Bing 39 9 0 17 Oct 2022
Enabling Classifiers to Make Judgements Explicitly Aligned with Human Values Yejin Bang Tiezheng Yu Andrea Madotto Zhaojiang Lin Mona T. Diab Pascale Fung 27 13 0 14 Oct 2022
BootAug: Boosting Text Augmentation via Hybrid Instance Filtering Framework Heng Yang Ke Li 51 5 0 06 Oct 2022
Scope of Pre-trained Language Models for Detecting Conflicting Health Information Josepho D. Gatto Madhusudan Basak S. Preum 32 7 0 22 Sep 2022
Reweighting Strategy based on Synthetic Data Identification for Sentence Similarity Taehee Kim Chaitanya Malaviya Yiben Yang Jared Fernandez Edward Choi Jaegul Choo 13 1 0 29 Aug 2022
A Holistic Approach to Undesired Content Detection in the Real World Todor Markov Chong Zhang Sandhini Agarwal Tyna Eloundou Teddy Lee Steven Adler Angela Jiang L. Weng 25 212 0 05 Aug 2022
LAD: Language Models as Data for Zero-Shot Dialog Shikib Mehri Yasemin Altun M. Eskénazi 22 25 0 28 Jul 2022
Multi-Level Fine-Tuning, Data Augmentation, and Few-Shot Learning for Specialized Cyber Threat Intelligence Markus Bayer Tobias Frey Christian A. Reuter AAML 24 15 0 22 Jul 2022
Bootstrapping a User-Centered Task-Oriented Dialogue System Shijie Chen Ziru Chen Xiang Deng A. Lewis Lingbo Mo ... Zhen Wang Xiang Yue Tianshu Zhang Yu-Chuan Su Huan Sun 13 2 0 11 Jul 2022
KnowDA: All-in-One Knowledge Mixture Model for Data Augmentation in Low-Resource NLP Yufei Wang Jiayi Zheng Can Xu Xiubo Geng Tao Shen Chongyang Tao Daxin Jiang VLM MoE 31 2 0 21 Jun 2022
Ground-Truth Labels Matter: A Deeper Look into Input-Label Demonstrations Kang Min Yoo Junyeob Kim Sungmin Cho Hyunsoo Cho Hwiyeol Jo Sang-Woo Lee Sang-goo Lee Taeuk Kim 31 123 0 25 May 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 75 45 0 25 May 2022
Improving Short Text Classification With Augmented Data Using GPT-3 Salvador Balkus Donghui Yan 38 33 0 23 May 2022
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding Le Zhang Zichao Yang Diyi Yang 38 24 0 12 May 2022
Data Augmentation for Intent Classification with Off-the-shelf Large Language Models Gaurav Sahu Pau Rodríguez López I. Laradji Parmida Atighehchian David Vazquez Dzmitry Bahdanau 26 61 0 05 Apr 2022
Generating Training Data with Language Models: Towards Zero-Shot Language Understanding Yu Meng Jiaxin Huang Yu Zhang Jiawei Han SyDa 32 229 0 09 Feb 2022
Cyberbullying Classifiers are Sensitive to Model-Agnostic Perturbations Chris Emmery Ákos Kádár Grzegorz Chrupała Walter Daelemans 25 5 0 17 Jan 2022
LMTurk: Few-Shot Learners as Crowdsourcing Workers in a Language-Model-as-a-Service Framework Mengjie Zhao Fei Mi Yasheng Wang Minglei Li Xin Jiang Qun Liu Hinrich Schütze RALM 40 11 0 14 Dec 2021
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP Gözde Gül Sahin 42 33 0 18 Nov 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 249 121 0 10 Sep 2021
Want To Reduce Labeling Cost? GPT-3 Can Help Shuohang Wang Yang Liu Yichong Xu Chenguang Zhu Michael Zeng 18 248 0 30 Aug 2021
FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning Jing Zhou Yanan Zheng Jie Tang Jian Li Zhilin Yang VLM 30 76 0 13 Aug 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 76 3,853 0 28 Jul 2021