An Empirical Survey of Data Augmentation for Limited Data Learning in NLP

14 June 2021

Jiaao Chen

Diyi Yang

Papers citing "An Empirical Survey of Data Augmentation for Limited Data Learning in NLP"

25 / 25 papers shown

Title
Monolingual and Multilingual Misinformation Detection for Low-Resource Languages: A Comprehensive Survey Xinyu Wang Wenbo Zhang Sarah Rajtmajer 29 1 0 24 Oct 2024
Synthio: Augmenting Small-Scale Audio Classification Datasets with Synthetic Data Sreyan Ghosh Sonal Kumar Zhifeng Kong Rafael Valle Bryan Catanzaro Dinesh Manocha DiffM 39 2 0 02 Oct 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 58 23 0 10 Sep 2024
SOS-1K: A Fine-grained Suicide Risk Classification Dataset for Chinese Social Media Analysis Hongzhi Qi Hanfei Liu Jianqiang Li Qing Zhao Wei-dong Zhai Dan Luo Tianyu He Shuo Liu Bing Xiang Yang Guanghui Fu 26 1 0 19 Apr 2024
AutoAugment Is What You Need: Enhancing Rule-based Augmentation Methods in Low-resource Regimes Juhwan Choi Kyohoon Jin Junho Lee Sangmin Song Youngbin Kim 13 1 0 08 Feb 2024
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 16 3 0 12 Aug 2023
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Y. Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 20 2 0 23 May 2023
Learning towards Selective Data Augmentation for Dialogue Generation Xiuying Chen Mingzhe Li Jiayi Zhang Xiaoqiang Xia Chen Wei Jianwei Cui Xin Gao Xiangliang Zhang Rui Yan 13 7 0 17 Mar 2023
Counterfactual Data Augmentation via Perspective Transition for Open-Domain Dialogues Jiao Ou Jinchao Zhang Yang Feng Jie Zhou 26 13 0 30 Oct 2022
Data Augmentation for Dementia Detection in Spoken Language Anna Hlédiková Dominika Woszczyk Alican Acman Soteris Demetriou Björn Schuller 17 12 0 26 Jun 2022
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding Le Zhang Zichao Yang Diyi Yang 26 24 0 12 May 2022
Continual Sequence Generation with Adaptive Compositional Modules Yanzhe Zhang Xuezhi Wang Diyi Yang KELM CLL 30 40 0 20 Mar 2022
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP Gözde Gül Sahin 25 33 0 18 Nov 2021
Towards Zero-Label Language Learning Zirui Wang Adams Wei Yu Orhan Firat Yuan Cao SyDa 180 101 0 19 Sep 2021
Text AutoAugment: Learning Compositional Augmentation Policy for Text Classification Shuhuai Ren Jinchao Zhang Lei Li Xu Sun Jie Zhou 22 31 0 01 Sep 2021
Robustness Gym: Unifying the NLP Evaluation Landscape Karan Goel Nazneen Rajani Jesse Vig Samson Tan Jason M. Wu Stephan Zheng Caiming Xiong Mohit Bansal Christopher Ré AAML OffRL OOD 143 136 0 13 Jan 2021
A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios Michael A. Hedderich Lukas Lange Heike Adel Jannik Strötgen Dietrich Klakow 191 283 0 23 Oct 2020
It's Morphin' Time! Combating Linguistic Discrimination with Inflectional Perturbations Samson Tan Shafiq R. Joty Min-Yen Kan R. Socher 152 103 0 09 May 2020
Data Augmentation using Pre-trained Transformer Models Varun Kumar Ashutosh Choudhary Eunah Cho VLM 209 315 0 04 Mar 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,584 0 21 Jan 2020
Revisiting Self-Training for Neural Sequence Generation Junxian He Jiatao Gu Jiajun Shen MarcÁurelio Ranzato SSL LRM 242 269 0 30 Sep 2019
FreeLB: Enhanced Adversarial Training for Natural Language Understanding Chen Zhu Yu Cheng Zhe Gan S. Sun Tom Goldstein Jingjing Liu AAML 221 430 0 25 Sep 2019
Generating Natural Language Adversarial Examples M. Alzantot Yash Sharma Ahmed Elgohary Bo-Jhang Ho Mani B. Srivastava Kai-Wei Chang AAML 243 909 0 21 Apr 2018
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,927 0 20 Apr 2018
Adversarial Example Generation with Syntactically Controlled Paraphrase Networks Mohit Iyyer John Wieting Kevin Gimpel Luke Zettlemoyer AAML GAN 185 708 0 17 Apr 2018