EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks

31 January 2019

Papers citing "EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks"

50 / 269 papers shown

Title
GOLD: Improving Out-of-Scope Detection in Dialogues using Data Augmentation Derek Chen Zhou Yu 27 31 0 07 Sep 2021
Text AutoAugment: Learning Compositional Augmentation Policy for Text Classification Shuhuai Ren Jinchao Zhang Lei Li Xu Sun Jie Zhou 38 31 0 01 Sep 2021
MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER Ran Zhou Xin Li Ruidan He Lidong Bing Min Zhang Luo Si Steven C. H. Hoi 34 95 0 31 Aug 2021
AEDA: An Easier Data Augmentation Technique for Text Classification Akbar Karimi L. Rossi Andrea Prati 32 151 0 30 Aug 2021
Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog Systems Fei Mi Wanhao Zhou Feng Cai Lingjing Kong Minlie Huang Boi Faltings 27 32 0 28 Aug 2021
Data Augmentation for Low-Resource Named Entity Recognition Using Backtranslation Usama Yaseen Stefan Langer MedIm 21 15 0 26 Aug 2021
Back-Translated Task Adaptive Pretraining: Improving Accuracy and Robustness on Text Classification Junghoon Lee Jounghee Kim Pilsung Kang VLM 13 5 0 22 Jul 2021
Accenture at CheckThat! 2021: Interesting claim identification and ranking with contextually sensitive lexical training data augmentation Evan Williams Paul Rodrigues Sieu Tran 139 19 0 12 Jul 2021
A Survey on Data Augmentation for Text Classification Markus Bayer M. Kaufhold Christian A. Reuter 36 334 0 07 Jul 2021
An Investigation of the (In)effectiveness of Counterfactually Augmented Data Nitish Joshi He He OODD 19 46 0 01 Jul 2021
Automatically Select Emotion for Response via Personality-affected Emotion Transition Zhiyuan Wen Jiannong Cao Ruosong Yang Shuaiqi Liu Jiaxing Shen 26 25 0 30 Jun 2021
On Adversarial Robustness of Synthetic Code Generation Mrinal Anand Pratik Kayal M. Singh 32 3 0 22 Jun 2021
SSMix: Saliency-Based Span Mixup for Text Classification Soyoung Yoon Gyuwan Kim Kyumin Park 22 68 0 15 Jun 2021
Vision-Language Navigation with Random Environmental Mixup Chong Liu Fengda Zhu Xiaojun Chang Xiaodan Liang Zongyuan Ge Yi-Dong Shen LM&Ro 56 86 0 15 Jun 2021
An Empirical Survey of Data Augmentation for Limited Data Learning in NLP Jiaao Chen Derek Tam Colin Raffel Joey Tianyi Zhou Diyi Yang 28 172 0 14 Jun 2021
Generate, Annotate, and Learn: NLP with Synthetic Text Xuanli He Islam Nassar J. Kiros Gholamreza Haffari Mohammad Norouzi 39 51 0 11 Jun 2021
Counterfactual Invariance to Spurious Correlations: Why and How to Pass Stress Tests Victor Veitch Alexander DÁmour Steve Yadlowsky Jacob Eisenstein OOD 24 91 0 31 May 2021
Contrastive Fine-tuning Improves Robustness for Neural Rankers Xiaofei Ma Cicero Nogueira dos Santos Andrew O. Arnold 18 20 0 27 May 2021
Data Expansion using Back Translation and Paraphrasing for Hate Speech Detection D. Beddiar Md Saroar Jahan Mourad Oussalah 27 82 0 25 May 2021
Out-of-Manifold Regularization in Contextual Embedding Space for Text Classification Seonghyeon Lee Dongha Lee Hwanjo Yu 24 4 0 14 May 2021
Understanding by Understanding Not: Modeling Negation in Language Models Arian Hosseini Siva Reddy Dzmitry Bahdanau R. Devon Hjelm Alessandro Sordoni Rameswar Panda 22 87 0 07 May 2021
A Survey of Data Augmentation Approaches for NLP Steven Y. Feng Varun Gangal Jason W. Wei Sarath Chandar Soroush Vosoughi Teruko Mitamura Eduard H. Hovy AIMat 39 799 0 07 May 2021
Improving BERT Model Using Contrastive Learning for Biomedical Relation Extraction P. Su Yifan Peng K. Vijay-Shanker SSL 34 35 0 28 Apr 2021
GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation Kang Min Yoo Dongju Park Jaewook Kang Sang-Woo Lee Woomyeong Park 36 235 0 18 Apr 2021
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems E. Razumovskaia Goran Glavavs Olga Majewska E. Ponti Anna Korhonen Ivan Vulić 26 32 0 17 Apr 2021
AMMU : A Survey of Transformer-based Biomedical Pretrained Language Models Katikapalli Subramanyam Kalyan A. Rajasekharan S. Sangeetha LM&MA MedIm 26 164 0 16 Apr 2021
Data Augmentation for Voice-Assistant NLU using BERT-based Interchangeable Rephrase Akhila Yerukola Mason Bretan Hongxia Jin 30 3 0 16 Apr 2021
UniDrop: A Simple yet Effective Technique to Improve Transformer without Extra Cost Zhen Wu Lijun Wu Qi Meng Yingce Xia Shufang Xie Tao Qin Xinyu Dai Tie-Yan Liu 18 22 0 11 Apr 2021
Data Augmentation in a Hybrid Approach for Aspect-Based Sentiment Analysis Tomas Liesting Flavius Frasincar Maria Mihaela Truşcǎ 13 30 0 29 Mar 2021
Data Augmentation in Natural Language Processing: A Novel Text Generation Approach for Long and Short Text Classifiers Markus Bayer M. Kaufhold Björn Buchhold Marcel Keller J. Dallmeyer Christian A. Reuter 28 113 0 26 Mar 2021
An Approach to Improve Robustness of NLP Systems against ASR Errors Tong Cui Jinghui Xiao Liangyou Li Xin Jiang Qun Liu 27 11 0 25 Mar 2021
Hallucination of speech recognition errors with sequence to sequence learning Prashant Serai Vishal Sunder Eric Fosler-Lussier 21 17 0 23 Mar 2021
Reweighting Augmented Samples by Minimizing the Maximal Expected Loss Mingyang Yi Lu Hou Lifeng Shang Xin Jiang Qun Liu Zhi-Ming Ma 12 19 0 16 Mar 2021
Learning to Augment for Data-Scarce Domain BERT Knowledge Distillation Lingyun Feng Minghui Qiu Yaliang Li Haitao Zheng Ying Shen 46 10 0 20 Jan 2021
Deep Evolutionary Learning for Molecular Design Yifeng Li H. K. Ooi A. Tchagang 27 14 0 28 Dec 2020
Pattern-aware Data Augmentation for Query Rewriting in Voice Assistant Systems Yunmo Chen Sixing Lu Fan Yang Xiaojiang Huang Xing Fan Chenlei Guo 22 3 0 21 Dec 2020
DeepSweep: An Evaluation Framework for Mitigating DNN Backdoor Attacks using Data Augmentation Han Qiu Yi Zeng Shangwei Guo Tianwei Zhang Meikang Qiu B. Thuraisingham AAML 24 191 0 13 Dec 2020
Data Boost: Text Data Augmentation Through Reinforcement Learning Guided Conditional Generation Ruibo Liu Guangxuan Xu Chenyan Jia Weicheng Ma Lili Wang Soroush Vosoughi 23 107 0 05 Dec 2020
Target Word Masking for Location Metonymy Resolution Haonan Li Maria Vasardani Martin Tomko Timothy Baldwin 16 11 0 30 Oct 2020
Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference Jianguo Zhang Kazuma Hashimoto Wenhao Liu Chien-Sheng Wu Yao Wan Philip S. Yu R. Socher Caiming Xiong 14 92 0 25 Oct 2020
An Analysis of Simple Data Augmentation for Named Entity Recognition Xiang Dai Heike Adel 35 194 0 22 Oct 2020
Robust Optimization as Data Augmentation for Large-scale Graphs Kezhi Kong Ge Li Mucong Ding Zuxuan Wu Chen Zhu Guohao Li Gavin Taylor Tom Goldstein 106 74 0 19 Oct 2020
Augmented SBERT: Data Augmentation Method for Improving Bi-Encoders for Pairwise Sentence Scoring Tasks Nandan Thakur Nils Reimers Johannes Daxenberger Iryna Gurevych 208 241 0 16 Oct 2020
PHICON: Improving Generalization of Clinical Text De-identification Models via Data Augmentation Xiang Yue Shuang Zhou 15 10 0 11 Oct 2020
A Series of Unfortunate Counterfactual Events: the Role of Time in Counterfactual Explanations Andrea Ferrario M. Loi 25 5 0 09 Oct 2020
GenAug: Data Augmentation for Finetuning Text Generators Steven Y. Feng Varun Gangal Dongyeop Kang Teruko Mitamura Eduard H. Hovy 16 73 0 05 Oct 2020
How Effective is Task-Agnostic Data Augmentation for Pretrained Transformers? Shayne Longpre Yu Wang Christopher DuBois ViT 19 83 0 05 Oct 2020
Reverse Operation based Data Augmentation for Solving Math Word Problems Qianying Liu Wenyu Guan Sujian Li Fei Cheng Daisuke Kawahara Sadao Kurohashi 12 28 0 04 Oct 2020
Tell Me How to Ask Again: Question Data Augmentation with Controllable Rewriting in Continuous Space Dayiheng Liu Yeyun Gong Jie Fu Yu Yan Jiusheng Chen Jiancheng Lv Nan Duan M. Zhou 15 37 0 04 Oct 2020
Empirical Study of Text Augmentation on Social Media Text in Vietnamese Son T. Luu Kiet Van Nguyen Ngan Luu-Thuy Nguyen 15 10 0 25 Sep 2020