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
Revisiting Out-of-distribution Robustness in NLP: Benchmark, Analysis, and LLMs Evaluations Lifan Yuan Yangyi Chen Ganqu Cui Hongcheng Gao Fangyuan Zou Xingyi Cheng Heng Ji Zhiyuan Liu Maosong Sun 39 73 0 07 Jun 2023
Putting Humans in the Image Captioning Loop Aliki Anagnostopoulou Mareike Hartmann Daniel Sonntag VLM 32 1 0 06 Jun 2023
A Scalable and Adaptive System to Infer the Industry Sectors of Companies: Prompt + Model Tuning of Generative Language Models Le-le Cao Vilhelm von Ehrenheim Astrid Berghult Cecilia Henje Richard Anselmo Stahl Joar Wandborg S. Stan Armin Catovic Erik Ferm Hannes Ingelhag 22 4 0 05 Jun 2023
Multiscale Positive-Unlabeled Detection of AI-Generated Texts Yuchuan Tian Hanting Chen Xutao Wang Zheyuan Bai Qinghua Zhang Ruifeng Li Chaoxi Xu Yunhe Wang DeLMO 38 42 0 29 May 2023
Data Augmentation for Low-Resource Keyphrase Generation Krishna Garg Jishnu Ray Chowdhury Cornelia Caragea 36 8 0 29 May 2023
Modeling Adversarial Attack on Pre-trained Language Models as Sequential Decision Making Xuanjie Fang Sijie Cheng Yang Liu Wen Wang AAML 39 9 0 27 May 2023
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Yangqiu Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 37 2 0 23 May 2023
Self-Evolution Learning for Mixup: Enhance Data Augmentation on Few-Shot Text Classification Tasks Haoqi Zheng Qihuang Zhong Liang Ding Zhiliang Tian Xin-Yi Niu Dongsheng Li Dacheng Tao VLM 43 6 0 22 May 2023
Data Augmentation for Conflict and Duplicate Detection in Software Engineering Sentence Pairs G. Malik Mucahit Cevik Ayse Basar 24 2 0 16 May 2023
Boosting Event Extraction with Denoised Structure-to-Text Augmentation Bo Wang Heyan Huang Xiaochi Wei Ge Shi Xiao Liu Chong Feng Tong Zhou Shuai Wang Dawei Yin 46 5 0 16 May 2023
Target-Side Augmentation for Document-Level Machine Translation Guangsheng Bao Zhiyang Teng Yue Zhang 46 10 0 08 May 2023
Psychologically-Inspired Causal Prompts Zhiheng Lyu Zhijing Jin Justus Mattern Rada Mihalcea Mrinmaya Sachan Bernhard Schoelkopf CML 41 0 0 02 May 2023
Multimodal Grounding for Embodied AI via Augmented Reality Headsets for Natural Language Driven Task Planning Selma Wanna Fabian Parra R. Valner Karl Kruusamäe Mitch Pryor LM&Ro 26 2 0 26 Apr 2023
Out-of-distribution Evidence-aware Fake News Detection via Dual Adversarial Debiasing Qiang Liu Jun Wu Shu Wu Liang Wang OODD CML 25 11 0 25 Apr 2023
NLP-LTU at SemEval-2023 Task 10: The Impact of Data Augmentation and Semi-Supervised Learning Techniques on Text Classification Performance on an Imbalanced Dataset Sana Al-Azzawi Gyorgy Kovács Filip Nilsson Tosin P. Adewumi Marcus Liwicki 28 6 0 25 Apr 2023
Is augmentation effective to improve prediction in imbalanced text datasets? Gabriel O. Assunccao Rafael Izbicki M. Prates 13 0 0 20 Apr 2023
Shuffle & Divide: Contrastive Learning for Long Text Joonseok Lee Seongho Joe Kyoungwon Park Bogun Kim Ho. Kang Jaeseon Park Youngjune Gwon 17 0 0 19 Apr 2023
On Efficient Training of Large-Scale Deep Learning Models: A Literature Review Li Shen Yan Sun Zhiyuan Yu Liang Ding Xinmei Tian Dacheng Tao VLM 30 41 0 07 Apr 2023
PEACH: Pre-Training Sequence-to-Sequence Multilingual Models for Translation with Semi-Supervised Pseudo-Parallel Document Generation Alireza Salemi Amirhossein Abaskohi Sara Tavakoli Yadollah Yaghoobzadeh A. Shakery AIMat 27 0 0 03 Apr 2023
Vision-Language Modelling For Radiological Imaging and Reports In The Low Data Regime Rhydian Windsor A. Jamaludin T. Kadir Andrew Zisserman VLM 27 11 0 30 Mar 2023
Large Language Models for Healthcare Data Augmentation: An Example on Patient-Trial Matching Jiayi Yuan Ruixiang Tang Xiaoqian Jiang Xia Hu LM&MA 27 38 0 24 Mar 2023
Lexical Complexity Prediction: An Overview Kai North Marcos Zampieri Matthew Shardlow 38 24 0 08 Mar 2023
CleanCLIP: Mitigating Data Poisoning Attacks in Multimodal Contrastive Learning Hritik Bansal Nishad Singhi Yu Yang Fan Yin Aditya Grover Kai-Wei Chang AAML 34 42 0 06 Mar 2023
WADER at SemEval-2023 Task 9: A Weak-labelling framework for Data augmentation in tExt Regression Tasks Manan Suri Aaryak Garg Divya Chaudhary I. Gorton B. Kumar 18 1 0 05 Mar 2023
Knowledge-Based Counterfactual Queries for Visual Question Answering Theodoti Stoikou Maria Lymperaiou Giorgos Stamou AAML 31 1 0 05 Mar 2023
Model-Agnostic Meta-Learning for Multilingual Hate Speech Detection Rabiul Awal Roy Ka-Wei Lee Eshaan Tanwar Tanmay Garg Tanmoy Chakraborty 24 26 0 04 Mar 2023
Exploring Data Augmentation Methods on Social Media Corpora Isabel Garcia Pietri Kineret Stanley 35 0 0 03 Mar 2023
HULAT at SemEval-2023 Task 10: Data augmentation for pre-trained transformers applied to the detection of sexism in social media Isabel Segura-Bedmar ViT 37 1 0 24 Feb 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 21 6 0 22 Feb 2023
Mask-guided BERT for Few Shot Text Classification Wenxiong Liao Zheng Liu Haixing Dai Zihao Wu Yiyang Zhang ... Dajiang Zhu Tianming Liu Sheng Li Xiang Li Hongmin Cai VLM 47 39 0 21 Feb 2023
Simple Disentanglement of Style and Content in Visual Representations Lilian Ngweta Subha Maity Alex Gittens Yuekai Sun Mikhail Yurochkin CoGe DRL 32 7 0 20 Feb 2023
Bag of Tricks for In-Distribution Calibration of Pretrained Transformers Jaeyoung Kim Dongbin Na Sungchul Choi Sungbin Lim VLM 38 5 0 13 Feb 2023
Improving the Generalizability of Collaborative Dialogue Analysis with Multi-Feature Embeddings A. Enayet G. Sukthankar 18 1 0 09 Feb 2023
How to choose "Good" Samples for Text Data Augmentation Xiaotian Lin Nankai Lin Yingwen Fu Ziyu Yang Shengyi Jiang 43 2 0 02 Feb 2023
ViewCo: Discovering Text-Supervised Segmentation Masks via Multi-View Semantic Consistency Pengzhen Ren Changlin Li Hang Xu Yi Zhu Guangrun Wang Jian-zhuo Liu Xiaojun Chang Xiaodan Liang 42 43 0 31 Jan 2023
Automated speech- and text-based classification of neuropsychiatric conditions in a multidiagnostic setting L. Hansen R. Rocca A. Simonsen A. Parola V. Bliksted ... Dan Bang Kristian Tylén Ethan Weed S. Ostergaard Riccardo Fusaroli 43 3 0 13 Jan 2023
Mask-then-Fill: A Flexible and Effective Data Augmentation Framework for Event Extraction Jun Gao Changlong Yu Wei Wang Huan Zhao Ruifeng Xu 23 33 0 06 Jan 2023
Data Augmentation using Transformers and Similarity Measures for Improving Arabic Text Classification Dania Refai Saleh Abu-Soud Mohammad J. Abdel-Rahman 40 12 0 28 Dec 2022
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability Chengtai Cao Fan Zhou Yurou Dai Jianping Wang Kunpeng Zhang AAML 24 28 0 21 Dec 2022
On-the-fly Denoising for Data Augmentation in Natural Language Understanding Tianqing Fang Wenxuan Zhou Fangyu Liu Hongming Zhang Yangqiu Song Muhao Chen 41 1 0 20 Dec 2022
Is GPT-3 a Good Data Annotator? Bosheng Ding Chengwei Qin Linlin Liu Yew Ken Chia Chenyu You Boyang Albert Li Lidong Bing 26 233 0 20 Dec 2022
Randomized Quantization: A Generic Augmentation for Data Agnostic Self-supervised Learning Huimin Wu Chenyang Lei Xiao Sun Pengju Wang Qifeng Chen Kwang-Ting Cheng Stephen Lin Zhirong Wu MQ 38 5 0 19 Dec 2022
Multi-VALUE: A Framework for Cross-Dialectal English NLP Caleb Ziems William B. Held Jingfeng Yang Jwala Dhamala Rahul Gupta Diyi Yang 46 40 0 15 Dec 2022
Technical Report -- Competition Solution for Prompt Tuning using Pretrained Language Model Jiang-Long Song Wuhe Zou Feng Li Xiaolei Qin Weidong Zhang 34 0 0 13 Dec 2022
Towards a Taxonomy for the Use of Synthetic Data in Advanced Analytics Peter Kowalczyk Giacomo Welsch Frédéric Thiesse 36 2 0 05 Dec 2022
Spectral Feature Augmentation for Graph Contrastive Learning and Beyond Yifei Zhang Hao Zhu Zixing Song Piotr Koniusz Irwin King 45 87 0 02 Dec 2022
sEHR-CE: Language modelling of structured EHR data for efficient and generalizable patient cohort expansion Anna Munoz-Farre Harry Rose S. A. Cakiroglu 11 4 0 30 Nov 2022
Two Is Better Than One: Dual Embeddings for Complementary Product Recommendations Giorgi Kvernadze P. A. Sudyanti N. Subedi Mohammadtaghi Hajiaghayi 28 2 0 28 Nov 2022
Semi-Supervised Lifelong Language Learning Ying Zhao Yinhe Zheng Yu Bowen Zhiliang Tian Dongkyu Lee Jian Sun Haiyang Yu Yongbin Li N. Zhang CLL KELM 43 3 0 23 Nov 2022