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
Practice Makes a Solver Perfect: Data Augmentation for Math Word Problem Solvers Vivek Kumar Rishabh Maheshwary Vikram Pudi AIMat 22 14 0 30 Apr 2022
Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting Linzhi Wu Pengjun Xie Jie Zhou Meishan Zhang Chunping Ma Guangwei Xu Min Zhang 35 21 0 25 Apr 2022
EPiDA: An Easy Plug-in Data Augmentation Framework for High Performance Text Classification Minyi Zhao Lu Zhang Yi Xu Jiandong Ding Jihong Guan Shuigeng Zhou VLM 49 10 0 24 Apr 2022
Generative or Contrastive? Phrase Reconstruction for Better Sentence Representation Learning Bohong Wu Hai Zhao SSL 18 2 0 20 Apr 2022
A Contrastive Cross-Channel Data Augmentation Framework for Aspect-based Sentiment Analysis Bing Wang Liang Ding Qihuang Zhong Ximing Li Dacheng Tao 29 32 0 16 Apr 2022
Can Question Rewriting Help Conversational Question Answering? Etsuko Ishii Yan Xu Samuel Cahyawijaya Bryan Wilie 33 9 0 13 Apr 2022
DAGAM: Data Augmentation with Generation And Modification Byeong-Cheol Jo Tak-Sung Heo Yeongjoon Park Yongmin Yoo Won-Ik Cho Kyungsun Kim VLM 15 2 0 06 Apr 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 24 61 0 05 Apr 2022
bitsa_nlp@LT-EDI-ACL2022: Leveraging Pretrained Language Models for Detecting Homophobia and Transphobia in Social Media Comments Vitthal Bhandari Poonam Goyal 31 16 0 27 Mar 2022
A Rationale-Centric Framework for Human-in-the-loop Machine Learning Jinghui Lu Linyi Yang Brian Mac Namee Yue Zhang 27 39 0 24 Mar 2022
Distinguishing Non-natural from Natural Adversarial Samples for More Robust Pre-trained Language Model Jiayi Wang Rongzhou Bao Zhuosheng Zhang Hai Zhao AAML 29 4 0 19 Mar 2022
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness Tejas Gokhale Swaroop Mishra Man Luo Bhavdeep Singh Sachdeva Chitta Baral 52 29 0 15 Mar 2022
Democratizing Contrastive Language-Image Pre-training: A CLIP Benchmark of Data, Model, and Supervision Yufeng Cui Lichen Zhao Feng Liang Yangguang Li Jing Shao UQCV VLM CLIP 19 43 0 11 Mar 2022
Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time Mitchell Wortsman Gabriel Ilharco S. Gadre Rebecca Roelofs Raphael Gontijo-Lopes ... Hongseok Namkoong Ali Farhadi Y. Carmon Simon Kornblith Ludwig Schmidt MoMe 54 922 1 10 Mar 2022
Text Smoothing: Enhance Various Data Augmentation Methods on Text Classification Tasks Xing Wu Chaochen Gao Meng Lin Liangjun Zang Zhongyuan Wang Songlin Hu 22 25 0 28 Feb 2022
Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language Generation Zhuang Li Lizhen Qu Qiongkai Xu Tongtong Wu Tianyang Zhan Gholamreza Haffari CoGe UD DRL 44 4 0 27 Feb 2022
A Semi-supervised Learning Approach with Two Teachers to Improve Breakdown Identification in Dialogues Qian Lin Hwee Tou Ng 30 4 0 22 Feb 2022
Items from Psychometric Tests as Training Data for Personality Profiling Models of Twitter Users Anne Kreuter K. Sassenberg Roman Klinger 13 6 0 21 Feb 2022
Graph Data Augmentation for Graph Machine Learning: A Survey Tong Zhao Wei Jin Yozen Liu Yingheng Wang Gang Liu Stephan Günnemann Neil Shah Meng Jiang OOD 30 79 0 17 Feb 2022
Identifying Self-Admitted Technical Debt in Issue Tracking Systems using Machine Learning Yikun Li Mohamed Soliman P. Avgeriou 21 26 0 04 Feb 2022
Fairness for Text Classification Tasks with Identity Information Data Augmentation Methods Mohit Wadhwa Mohan Bhambhani Ashvini Jindal Uma Sawant Ramanujam Madhavan 13 4 0 04 Feb 2022
Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices Mikolaj Malkiñski Jacek Mańdziuk 120 41 0 28 Jan 2022
Text and Code Embeddings by Contrastive Pre-Training Arvind Neelakantan Tao Xu Raul Puri Alec Radford Jesse Michael Han ... Tabarak Khan Toki Sherbakov Joanne Jang Peter Welinder Lilian Weng SSL AI4TS 232 422 0 24 Jan 2022
Deep Unsupervised Contrastive Hashing for Large-Scale Cross-Modal Text-Image Retrieval in Remote Sensing Georgii Mikriukov Mahdyar Ravanbakhsh Begüm Demir 29 38 0 20 Jan 2022
Semantic-based Data Augmentation for Math Word Problems Ai Li Jiaqing Liang Yanghua Xiao AAML 24 7 0 07 Jan 2022
Interpretable Low-Resource Legal Decision Making R. Bhambhoria Hui Liu Samuel Dahan Xiao-Dan Zhu ELM AILaw 29 9 0 01 Jan 2022
Data Augmentation for Mental Health Classification on Social Media Gunjan Ansari Muskan Garg Chandni Saxena 45 19 0 19 Dec 2021
Sharpness-Aware Minimization with Dynamic Reweighting Wenxuan Zhou Fangyu Liu Huan Zhang Muhao Chen AAML 19 8 0 16 Dec 2021
ALP: Data Augmentation using Lexicalized PCFGs for Few-Shot Text Classification Hazel Kim Daecheol Woo Seong Joon Oh Jeong-Won Cha Yo-Sub Han 323 33 0 16 Dec 2021
DG2: Data Augmentation Through Document Grounded Dialogue Generation Qingyang Wu Song Feng Derek Chen Sachindra Joshi Luis Lastras Zhou Yu 30 13 0 15 Dec 2021
NL-Augmenter: A Framework for Task-Sensitive Natural Language Augmentation Kaustubh D. Dhole Varun Gangal Sebastian Gehrmann Aadesh Gupta Zhenhao Li ... Tianbao Xie Usama Yaseen Michael A. Yee Jing Zhang Yue Zhang 174 86 0 06 Dec 2021
Overcoming the Domain Gap in Neural Action Representations Semih Günel Florian Aymanns S. Honari Pavan Ramdya Pascal Fua 31 3 0 02 Dec 2021
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP Gözde Gül Sahin 40 33 0 18 Nov 2021
Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification A. Edwards Asahi Ushio Jose Camacho-Collados Hélène de Ribaupierre Alun D. Preece VLM 21 23 0 17 Nov 2021
Generating artificial texts as substitution or complement of training data Vincent Claveau Antoine Chaffin Ewa Kijak 33 9 0 25 Oct 2021
Metadata Shaping: Natural Language Annotations for the Tail Simran Arora Sen Wu Enci Liu Christopher Ré 32 0 0 16 Oct 2021
Context-gloss Augmentation for Improving Word Sense Disambiguation Guan-Ting Lin M. Giambi 38 5 0 14 Oct 2021
Identifying Introductions in Podcast Episodes from Automatically Generated Transcripts Elise Jing K. Schneck Dennis Egan Scott A. Waterman 26 2 0 14 Oct 2021
Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm Yangguang Li Feng Liang Lichen Zhao Yufeng Cui Wanli Ouyang Jing Shao F. Yu Junjie Yan VLM CLIP 50 446 0 11 Oct 2021
Data Augmentation Approaches in Natural Language Processing: A Survey Bohan Li Yutai Hou Wanxiang Che 130 271 0 05 Oct 2021
SpliceOut: A Simple and Efficient Audio Augmentation Method Arjit Jain Pranay Reddy Samala Deepak Mittal P. Jyothi M. Singh 28 10 0 30 Sep 2021
Fairness-aware Class Imbalanced Learning Shivashankar Subramanian Afshin Rahimi Timothy Baldwin Trevor Cohn Lea Frermann FaML 109 28 0 21 Sep 2021
Learning Kernel-Smoothed Machine Translation with Retrieved Examples Qingnan Jiang Mingxuan Wang Jun Cao Shanbo Cheng Shujian Huang Lei Li 39 33 0 21 Sep 2021
Data Augmentation Methods for Anaphoric Zero Pronouns Abdulrahman Aloraini Massimo Poesio 29 5 0 20 Sep 2021
Towards Zero-Label Language Learning Zirui Wang Adams Wei Yu Orhan Firat Yuan Cao SyDa 188 102 0 19 Sep 2021
Learning Bill Similarity with Annotated and Augmented Corpora of Bills Jiseon Kim Elden Griggs In Song Kim Alice H. Oh AILaw 20 5 0 14 Sep 2021
Virtual Data Augmentation: A Robust and General Framework for Fine-tuning Pre-trained Models Kun Zhou Wayne Xin Zhao Sirui Wang Fuzheng Zhang Wei Wu Ji-Rong Wen AAML 26 7 0 13 Sep 2021
Good-Enough Example Extrapolation Jason W. Wei 27 5 0 12 Sep 2021
Counterfactual Adversarial Learning with Representation Interpolation Wen Wang Wei Ping Ning Shi Jinfeng Li Bingyu Zhu Xiangyu Liu Rongxin Zhang AAML OOD CML 21 2 0 10 Sep 2021
ESimCSE: Enhanced Sample Building Method for Contrastive Learning of Unsupervised Sentence Embedding Xing Wu Chaochen Gao Liangjun Zang Jizhong Han Zhongyuan Wang Songlin Hu SSL AILaw 39 129 0 09 Sep 2021